07-27-2022, 10:25 AM
Top 8 Profitable Python Packages to Learn in 2023
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<div class="kksr-legend" style="font-size: 19.2px;"> 5/5 – (1 vote) </div>
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<p>Are you interested in Python but you don’t know which Python library is most attractive from a career point of view?</p>
<p>Well, you should focus on the library you’re most excited about.</p>
<p>But if you’re generally open because you have multiple passions, it would be reasonable to also consider annual and hourly income. </p>
<p>These are the most profitable Python libraries, frameworks, modules, or packages:</p>
<figure class="wp-block-table is-style-stripes">
<table>
<thead>
<tr>
<th>Python Library (Dev)</th>
<th>Annual Income (USD)</th>
<th>Hourly Income (USD)</th>
</tr>
</thead>
<tbody>
<tr>
<td>Python Developer</td>
<td>$82,000</td>
<td>$55</td>
</tr>
<tr>
<td>Keras Developer</td>
<td>$95,000</td>
<td>$63</td>
</tr>
<tr>
<td>Django Developer</td>
<td>$117,000</td>
<td>$78</td>
</tr>
<tr>
<td>Flask Developer</td>
<td>$103,000</td>
<td>$69</td>
</tr>
<tr>
<td>NumPy Developer</td>
<td>$105,000</td>
<td>$70</td>
</tr>
<tr>
<td>Pandas Developer</td>
<td>$87,000</td>
<td>$58</td>
</tr>
<tr>
<td>TensorFlow Developer</td>
<td>$148,000</td>
<td>$99</td>
</tr>
<tr>
<td>PyTorch Developer</td>
<td>$109,000</td>
<td>$73</td>
</tr>
</tbody>
</table><figcaption><strong>Table</strong>: Annual and Hourly Income of a developer focusing on different Python libraries/frameworks/packages/modules.</figcaption></figure>
<p><strong>What is the most profitable Python library?</strong></p>
<p class="has-global-color-8-background-color has-background">The most profitable Python library is TensorFlow. TensorFlow developers make $148,000 per year on average (US) which roughly translates to $99 per hour assuming an annual workload of 1500 hours. </p>
<p>Let’s dive into each Python library from the table, one by one.</p>
<h2>#0 – General Python Developer</h2>
<p>A Python developer is a programmer who creates software in the Python programming language. Python developers are often involved in data science, <a rel="noreferrer noopener" href="https://blog.finxter.com/python-plotly-dash-cheat-sheet/" target="_blank">web development</a>, and <a rel="noreferrer noopener" href="https://blog.finxter.com/cheat-sheet-6-pillar-machine-learning-algorithms/" target="_blank">machine learning</a> applications.</p>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> A Python developer earns <strong>$65,000</strong> (entry-level), <strong>$82,000</strong> (mid-level), or <strong>$114,000</strong> (experienced) per year in the US according to Indeed. (<a rel="noreferrer noopener" href="https://www.daxx.com/blog/development-trends/python-developer-salary-usa" target="_blank">source</a>)</p>
<p>Do you want to become a Python Developer? Here’s a step-by-step learning path I’d propose to get started with Python:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://blog.finxter.com/python-crash-course/" target="_blank">Introduction to Python</a> (~10 hours)</li>
<li><strong>Step 3</strong>: <a rel="noreferrer noopener" href="https://academy.finxter.com/university/python-object-oriented-programming-concepts-and-design/" target="_blank">Python Object-Orientation</a> (~10 hours)</li>
</ul>
<p>You can find many courses on the <a rel="noreferrer noopener" href="https://academy.finxter.com/" target="_blank">Finxter Computer Science Academy</a> (flatrate model).</p>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/python-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/python-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#1 – Keras</h2>
<p>Let’s have a look at the definition from the <a href="https://keras.io/" target="_blank" rel="noreferrer noopener">official Keras website</a>:</p>
<p><em>“Keras is an API designed for human beings, not machines. Keras follows best practices for reducing cognitive load: it offers consistent & simple APIs, it minimizes the number of user actions required for common use cases, and it provides clear & actionable error messages. It also has extensive documentation and developer guides.”</em></p>
<p>A Keras Developer developer creates, edits, analyzes, debugs, and supervises the development of software written in the Keras deep learning framework. Keras developers create machine learning apps using deep learning.</p>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> The average annual income of a Keras Developer in the United States is $95,000 per year, according to PayScale (<a rel="noreferrer noopener" href="https://www.payscale.com/research/US/Skill=Keras_Software_Library/Salary" target="_blank">source</a>). Top earners make <strong>$156,000</strong> and more in the US!</p>
<p>Do you want to become a Keras Developer? Here’s a step-by-step learning path I’d propose to get started with Keras:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-notes/" target="_blank">Introduction to Algorithms</a> (~40 hours)</li>
<li><strong>Step 3</strong>: <a href="https://developers.google.com/machine-learning/crash-course/ml-intro" target="_blank" rel="noreferrer noopener">Introduction to Machine Learning</a> (~40 hours)</li>
<li><strong>Step 4</strong>: <a rel="noreferrer noopener" href="https://www.google.com/search?q=introduction+to+Keras+programming" target="_blank">Introduction to Keras</a> (~20 hours)</li>
<li><strong>Step 5</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+Keras+programming" target="_blank">Introduction to Keras (Free Video Courses)</a> (~10 hours)</li>
</ul>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/keras-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/keras-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#2 – Django</h2>
<p>What is Django? Let’s have a look at the definition from the <a rel="noreferrer noopener" href="https://www.djangoproject.com/" target="_blank">official website</a> (highlights by me):</p>
<p><em>“Django is a <strong>high-level Python web framework</strong> that encourages rapid development and clean, pragmatic design. Built by experienced developers, it takes care of much of the hassle of web development, so you can focus on writing your app without needing to reinvent the wheel. It’s free and open source.”</em></p>
<p>A Django Developer developer creates, edits, analyzes, debugs, and supervises the development of software written in the Python programming language using the Django web development framework. You need to have good <a rel="noreferrer noopener" href="https://blog.finxter.com/python-developer-income-and-opportunity/" target="_blank">Python</a>, <a rel="noreferrer noopener" href="https://blog.finxter.com/html-developer-income-and-opportunity/" target="_blank">HTML</a>, and <a rel="noreferrer noopener" href="https://blog.finxter.com/css-developer-income-and-opportunity/" target="_blank">CSS</a> skills.</p>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> The average annual income of a <strong>Django Developer</strong> in the United States is between <strong>$101,000</strong> (25th percentile) and <strong>$137,000</strong> (75th percentile) with an average of <strong>$117,000</strong> per year according to Ziprecruiter (<a rel="noreferrer noopener" href="https://www.ziprecruiter.com/Salaries/Python-Django-Developer-Salary" target="_blank">source</a>) and <strong>$90,000</strong> per year according to PayScale (<a rel="noreferrer noopener" href="https://www.payscale.com/research/US/Skill=Django/Salary" target="_blank">source</a>). Top earners make <strong>$150,000</strong> and more in the US!</p>
<p>Do you want to become a Django Developer? Here’s a step-by-step learning path I’d propose to get started with Django:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-notes/" target="_blank">Introduction to Algorithms</a> (~40 hours)</li>
<li><strong>Step 3</strong>: <a rel="noreferrer noopener" href="https://www.google.com/search?q=introduction+to+Django+programming" target="_blank">Introduction to Django</a> (~20 hours)</li>
<li><strong>Step 4</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+Django+programming" target="_blank">Introduction to Django (Free Video Courses)</a> (~10 hours)</li>
</ul>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/django-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/django-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#3 – Flask</h2>
<p>A Flask Developer developer creates, edits, analyzes, debugs, and supervises the development of software written in the Flask programming language. You should have a basic understanding of web technologies such as <a rel="noreferrer noopener" href="https://blog.finxter.com/html-developer-income-and-opportunity/" target="_blank">HTML</a>, <a rel="noreferrer noopener" href="https://blog.finxter.com/css-developer-income-and-opportunity/" target="_blank">CSS</a>, <a rel="noreferrer noopener" href="https://blog.finxter.com/javascript-developer-income-and-opportunity/" target="_blank">JavaScript</a>, and of course <a rel="noreferrer noopener" href="https://blog.finxter.com/python-developer-income-and-opportunity/" target="_blank">Python</a>.</p>
<hr class="wp-block-separator has-alpha-channel-opacity"/>
<p>Let’s have a look at the definition from the <a rel="noreferrer noopener" href="https://en.wikipedia.org/wiki/Flask_(web_framework)" target="_blank">Flask wiki page</a> (highlights by me):</p>
<p><em>“Flask is a micro <strong>web framework written in Python</strong>. It is classified as a <strong>microframework</strong> because it does not require particular tools or libraries.</em></p>
<p><em>It has no database abstraction layer, form validation, or any other components where pre-existing third-party libraries provide common functions.</em></p>
<p><em>However, Flask supports <strong>extensions that can add application features</strong> as if they were implemented in Flask itself. Extensions exist for object-relational mappers, form validation, upload handling, various open authentication technologies and several common framework related tools.”</em></p>
<hr class="wp-block-separator has-alpha-channel-opacity"/>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> The average annual income of a <strong>Flask Developer</strong> in the United States is between <strong>$79,000</strong> (25th percentile) and <strong>$123,000</strong> (75th percentile) with an average of <strong>$103,000</strong> per year according to Ziprecruiter (<a rel="noreferrer noopener" href="https://www.ziprecruiter.com/Salaries/Python-Flask-Developer-Salary" target="_blank">source</a>). Top earners make <strong>$151,000</strong> and more in the US!</p>
<p>Do you want to become a Flask Developer? Here’s a step-by-step learning path I’d propose to get started with Flask:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://www.google.com/search?q=introduction+to+Flask+programming" target="_blank">Introduction to Flask</a> (~20 hours)</li>
<li><strong>Step 3</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+Flask+programming" target="_blank">Introduction to Flask (Free Video Courses)</a> (~10 hours)</li>
</ul>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/flask-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/flask-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#4 – NumPy</h2>
<p>Let’s have a look at the definition from the <a href="https://numpy.org/" target="_blank" rel="noreferrer noopener">official NumPy website</a>:</p>
<p><em>“Nearly every scientist working in Python draws on the power of NumPy. NumPy brings the computational power of languages like C and Fortran to Python, a language much easier to learn and use. With this power comes simplicity: a solution in NumPy is often clear and elegant.”</em></p>
<p>Here’s where NumPy is used in practice:</p>
<figure class="wp-block-image"><img loading="lazy" width="1024" height="455" src="https://blog.finxter.com/wp-content/uploads/2022/03/image-191-1024x455.png" alt="" class="wp-image-257562" srcset="https://blog.finxter.com/wp-content/uploads/2022/03/image-191-1024x455.png 1024w, https://blog.finxter.com/wp-content/uplo...00x133.png 300w, https://blog.finxter.com/wp-content/uplo...68x341.png 768w, https://blog.finxter.com/wp-content/uplo...ge-191.png 1138w" sizes="(max-width: 1024px) 100vw, 1024px" /><figcaption><a href="https://numpy.org/" target="_blank" rel="noreferrer noopener">source</a></figcaption></figure>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> The average annual income of a <strong>NumPy Developer</strong> in the United States is <strong>$105,000</strong> per year according to PayScale (<a rel="noreferrer noopener" href="https://www.payscale.com/research/US/Skill=NumPy/Salary" target="_blank">source</a>). Top earners make <strong>$149,000</strong> and more in the US!</p>
<p>Do you want to become a NumPy Developer? Here’s a step-by-step learning path I’d propose to get started with NumPy:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-notes/" target="_blank">Introduction to Algorithms</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://blog.finxter.com/subscribe/" target="_blank">Introduction to Python</a> (~20 hours)</li>
<li><strong>Step 3</strong>: <a rel="noreferrer noopener" href="https://www.google.com/search?q=introduction+to+NumPy+programming" target="_blank">Introduction to NumPy</a> (~20 hours)</li>
<li><strong>Step 4</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+NumPy+programming" target="_blank">Introduction to NumPy (Free Video Courses)</a> (~10 hours)</li>
</ul>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/numpy-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/numpy-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#5 – Pandas</h2>
<p>What is pandas? Let’s have a look at the definition from the <a rel="noreferrer noopener" href="https://pandas.pydata.org/" target="_blank">official Pandas website</a>:</p>
<p><em>“pandas is a fast, powerful, flexible and easy to use open source data analysis and manipulation tool, built on top of the Python programming language.”</em></p>
<p>You may also want to check out our Pandas resources on the Finxter blog:</p>
<ul>
<li><a href="https://blog.finxter.com/how-to-install-pandas-in-python/" target="_blank" rel="noreferrer noopener">How to Install Pandas?</a></li>
<li><a href="https://blog.finxter.com/pandas-quickstart/" target="_blank" rel="noreferrer noopener">10 Minutes to Pandas (in 5 Minutes or Less)</a></li>
</ul>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> The average annual income of a <strong>Pandas Developer</strong> in the United States is <strong>$87,000</strong> per year according to Ziprecruiter (<a rel="noreferrer noopener" href="https://www.google.com/search?q=Pandas+income" target="_blank">source</a>). Top earners make <strong>$125,000</strong> and more in the US!</p>
<p>Do you want to become a Pandas Developer? Here’s a step-by-step learning path I’d propose to get started with Pandas:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-notes/" target="_blank">Introduction to Algorithms</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://blog.finxter.com/email-academy/" target="_blank">Introduction to Python</a> (~20 hours)</li>
<li><strong>Step 3</strong>: <a href="https://blog.finxter.com/coffee-break-pandas/" target="_blank" rel="noreferrer noopener">Introduction to Pandas Book</a> (~20 hours)</li>
<li><strong>Step 4</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+Pandas+programming" target="_blank">Introduction to Pandas (Free Video Courses)</a> (~10 hours)</li>
</ul>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/pandas-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/pandas-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#6 – TensorFlow</h2>
<p>A TensorFlow Developer creates, edits, analyzes, debugs, and supervises the development of code written with the <a rel="noreferrer noopener" href="https://blog.finxter.com/tensorflow-overview/" target="_blank">TensorFlow library</a> that is accessed mostly via the Python API. Because a TensorFlow developer is a <a rel="noreferrer noopener" href="https://blog.finxter.com/artificial-intelligence-machine-learning-deep-learning-and-data-science-whats-the-difference/" target="_blank">deep learning</a> engineer, they design and create machine learning models, train them, and improve them to reach high level of model accuracy and robustness.</p>
<hr class="wp-block-separator has-alpha-channel-opacity"/>
<p>Let’s have a look at the definition from the <a rel="noreferrer noopener" href="https://www.google.com/search?q=TensorFlow" target="_blank">official TensorFlow website</a>:</p>
<p><strong>TensorFlow </strong>is <em>“An end-to-end open source machine learning platform. The core open source library to help you develop and train ML models. TensorFlow makes it easy for beginners and experts to create machine learning models for desktop, mobile, web, and cloud. See the sections below to get started.”</em></p>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> The average annual income of a <strong>TensorFlow Developer</strong> in the United States is between <strong>$104,000</strong> (25th percentile) and <strong>$187,000</strong> (75th percentile) with an average of <strong>$148,000</strong> per year according to Ziprecruiter (<a rel="noreferrer noopener" href="https://www.ziprecruiter.com/Salaries/Tensorflow-Salary" target="_blank">source</a>). Top earners make <strong>$197,000</strong> and more in the US!</p>
<p>Do you want to become a TensorFlow Developer? Here’s a step-by-step learning path I’d propose to get started with TensorFlow:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-notes/" target="_blank">Introduction to Algorithms</a> (~40 hours)</li>
<li><strong>Step 3</strong>: <a href="https://blog.finxter.com/python-crash-course/">Introduction to Python</a> (~10 hours)</li>
<li><strong>Step 4</strong>: <a rel="noreferrer noopener" href="https://developers.google.com/machine-learning/crash-course/ml-intro" target="_blank">Introduction to Machine Learning</a> (~40 hours)</li>
<li><strong>Step 5</strong>: <a rel="noreferrer noopener" href="https://www.google.com/search?q=introduction+to+TensorFlow+programming" target="_blank">Introduction to TensorFlow</a> (~20 hours)</li>
<li><strong>Step 6</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+TensorFlow+programming" target="_blank">Introduction to TensorFlow (Free Video Courses)</a> (~10 hours)</li>
<li><strong>Step 7</strong>: <a rel="noreferrer noopener" href="https://www.google.com/search?q=introduction+to+Keras+programming" target="_blank">Introduction to Keras</a> (~20 hours)</li>
<li><strong>Step 8</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+Keras+programming" target="_blank">Introduction to Keras (Free Video Courses)</a> (~10 hours)</li>
</ul>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/tensorflow-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/tensorflow-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#7 – PyTorch</h2>
<p>A PyTorch Developer writes code using in Python’s PyTorch library to analyze data, create machine learning models, or runs deep learning algorithms on various hardware devices such as GPUs.</p>
<p>What Is PyTorch? Let’s have a look at the definition from the <a rel="noreferrer noopener" href="https://pytorch.org/" target="_blank">official PyTorch website</a>:</p>
<p><em>“An open source machine learning framework that accelerates the path from research prototyping to production deployment. More specifically, PyTorch is an optimized tensor library for deep learning using GPUs and CPUs.”</em></p>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> The average annual income of a <strong>PyTorch Developer</strong> in the United States is <strong>$109,000</strong> per year according to PayScale (<a rel="noreferrer noopener" href="https://www.payscale.com/research/US/Skill=PyTorch_Software_Library/Salary" target="_blank">source</a>). Top earners make <strong>$131,000</strong> and more in the US!</p>
<p>Do you want to become a PyTorch Developer? Here’s a step-by-step learning path I’d propose to get started with PyTorch:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a href="https://blog.finxter.com/python-crash-course/">Introduction to Python</a> (~10 hours)</li>
<li><strong>Step 3</strong>: <a rel="noreferrer noopener" href="https://www.google.com/search?q=introduction+to+PyTorch+programming" target="_blank">Introduction to PyTorch</a> (~20 hours)</li>
<li><strong>Step 4</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+PyTorch+programming" target="_blank">Introduction to PyTorch (Free Video Courses)</a> (~10 hours)</li>
</ul>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/pytorch-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/pytorch-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#Bonus – Plotly Dash</h2>
<hr class="wp-block-separator has-css-opacity"/>
<p><em>If you’re interested in learning more about how to create beautiful dashboard applications in Python, check out our new book <a rel="noreferrer noopener" href="https://www.amazon.com/Python-Dash-Analysis-Visualization-Plotly-dp-1718502222/dp/1718502222/" data-type="URL" data-id="https://www.amazon.com/Python-Dash-Analysis-Visualization-Plotly-dp-1718502222/dp/1718502222/" target="_blank">Python Dash</a>. </em></p>
<div class="wp-container-3 wp-block-columns">
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<figure class="wp-block-image size-full is-resized"><a href="https://www.amazon.com/Python-Dash-Analysis-Visualization-Plotly-dp-1718502222/dp/1718502222/" target="_blank" rel="noopener"><img loading="lazy" src="https://blog.finxter.com/wp-content/uploads/2022/05/image-24.png" alt="" class="wp-image-336350" width="292" height="384" srcset="https://blog.finxter.com/wp-content/uploads/2022/05/image-24.png 325w, https://blog.finxter.com/wp-content/uplo...28x300.png 228w" sizes="(max-width: 292px) 100vw, 292px" /></a></figure>
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<p><em>You’ve seen dashboards before; think election result visualizations you can update in real-time, or population maps you can filter by demographic. </em></p>
<p><em>With the Python Dash library, you’ll create analytic dashboards that present data in effective, usable, elegant ways in just a few lines of code.</em></p>
</div>
</div>
<p><em>Get the book on <a rel="noreferrer noopener" href="https://nostarch.com/python-dash" data-type="URL" data-id="https://nostarch.com/python-dash" target="_blank">NoStarch</a> or <a rel="noreferrer noopener" href="https://www.amazon.com/Python-Dash-Analysis-Visualization-Plotly-dp-1718502222/dp/1718502222/" data-type="URL" data-id="https://www.amazon.com/Python-Dash-Analysis-Visualization-Plotly-dp-1718502222/dp/1718502222/" target="_blank">Amazon</a>! </em></p>
<hr class="wp-block-separator has-css-opacity"/>
<h2>Summary</h2>
<p>These are some of the most profitable Python libraries you could build your career on:</p>
<ul>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#0_-_General_Python_Developer">#0 – General Python Developer</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#1_-_Keras">#1 – Keras</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#2_-_Django">#2 – Django</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#3_-_Flask">#3 – Flask</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#4_-_NumPy">#4 – NumPy</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#5_-_Pandas">#5 – Pandas</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#6_-_TensorFlow">#6 – TensorFlow</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#7_-_PyTorch">#7 – PyTorch</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#Bonus_-_Plotly_Dash">#Bonus – Plotly Dash</a></li>
</ul>
</div>
https://www.sickgaming.net/blog/2022/07/...n-in-2023/
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<p>Are you interested in Python but you don’t know which Python library is most attractive from a career point of view?</p>
<p>Well, you should focus on the library you’re most excited about.</p>
<p>But if you’re generally open because you have multiple passions, it would be reasonable to also consider annual and hourly income. </p>
<p>These are the most profitable Python libraries, frameworks, modules, or packages:</p>
<figure class="wp-block-table is-style-stripes">
<table>
<thead>
<tr>
<th>Python Library (Dev)</th>
<th>Annual Income (USD)</th>
<th>Hourly Income (USD)</th>
</tr>
</thead>
<tbody>
<tr>
<td>Python Developer</td>
<td>$82,000</td>
<td>$55</td>
</tr>
<tr>
<td>Keras Developer</td>
<td>$95,000</td>
<td>$63</td>
</tr>
<tr>
<td>Django Developer</td>
<td>$117,000</td>
<td>$78</td>
</tr>
<tr>
<td>Flask Developer</td>
<td>$103,000</td>
<td>$69</td>
</tr>
<tr>
<td>NumPy Developer</td>
<td>$105,000</td>
<td>$70</td>
</tr>
<tr>
<td>Pandas Developer</td>
<td>$87,000</td>
<td>$58</td>
</tr>
<tr>
<td>TensorFlow Developer</td>
<td>$148,000</td>
<td>$99</td>
</tr>
<tr>
<td>PyTorch Developer</td>
<td>$109,000</td>
<td>$73</td>
</tr>
</tbody>
</table><figcaption><strong>Table</strong>: Annual and Hourly Income of a developer focusing on different Python libraries/frameworks/packages/modules.</figcaption></figure>
<p><strong>What is the most profitable Python library?</strong></p>
<p class="has-global-color-8-background-color has-background">The most profitable Python library is TensorFlow. TensorFlow developers make $148,000 per year on average (US) which roughly translates to $99 per hour assuming an annual workload of 1500 hours. </p>
<p>Let’s dive into each Python library from the table, one by one.</p>
<h2>#0 – General Python Developer</h2>
<p>A Python developer is a programmer who creates software in the Python programming language. Python developers are often involved in data science, <a rel="noreferrer noopener" href="https://blog.finxter.com/python-plotly-dash-cheat-sheet/" target="_blank">web development</a>, and <a rel="noreferrer noopener" href="https://blog.finxter.com/cheat-sheet-6-pillar-machine-learning-algorithms/" target="_blank">machine learning</a> applications.</p>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> A Python developer earns <strong>$65,000</strong> (entry-level), <strong>$82,000</strong> (mid-level), or <strong>$114,000</strong> (experienced) per year in the US according to Indeed. (<a rel="noreferrer noopener" href="https://www.daxx.com/blog/development-trends/python-developer-salary-usa" target="_blank">source</a>)</p>
<p>Do you want to become a Python Developer? Here’s a step-by-step learning path I’d propose to get started with Python:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://blog.finxter.com/python-crash-course/" target="_blank">Introduction to Python</a> (~10 hours)</li>
<li><strong>Step 3</strong>: <a rel="noreferrer noopener" href="https://academy.finxter.com/university/python-object-oriented-programming-concepts-and-design/" target="_blank">Python Object-Orientation</a> (~10 hours)</li>
</ul>
<p>You can find many courses on the <a rel="noreferrer noopener" href="https://academy.finxter.com/" target="_blank">Finxter Computer Science Academy</a> (flatrate model).</p>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/python-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/python-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#1 – Keras</h2>
<p>Let’s have a look at the definition from the <a href="https://keras.io/" target="_blank" rel="noreferrer noopener">official Keras website</a>:</p>
<p><em>“Keras is an API designed for human beings, not machines. Keras follows best practices for reducing cognitive load: it offers consistent & simple APIs, it minimizes the number of user actions required for common use cases, and it provides clear & actionable error messages. It also has extensive documentation and developer guides.”</em></p>
<p>A Keras Developer developer creates, edits, analyzes, debugs, and supervises the development of software written in the Keras deep learning framework. Keras developers create machine learning apps using deep learning.</p>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> The average annual income of a Keras Developer in the United States is $95,000 per year, according to PayScale (<a rel="noreferrer noopener" href="https://www.payscale.com/research/US/Skill=Keras_Software_Library/Salary" target="_blank">source</a>). Top earners make <strong>$156,000</strong> and more in the US!</p>
<p>Do you want to become a Keras Developer? Here’s a step-by-step learning path I’d propose to get started with Keras:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-notes/" target="_blank">Introduction to Algorithms</a> (~40 hours)</li>
<li><strong>Step 3</strong>: <a href="https://developers.google.com/machine-learning/crash-course/ml-intro" target="_blank" rel="noreferrer noopener">Introduction to Machine Learning</a> (~40 hours)</li>
<li><strong>Step 4</strong>: <a rel="noreferrer noopener" href="https://www.google.com/search?q=introduction+to+Keras+programming" target="_blank">Introduction to Keras</a> (~20 hours)</li>
<li><strong>Step 5</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+Keras+programming" target="_blank">Introduction to Keras (Free Video Courses)</a> (~10 hours)</li>
</ul>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/keras-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/keras-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#2 – Django</h2>
<p>What is Django? Let’s have a look at the definition from the <a rel="noreferrer noopener" href="https://www.djangoproject.com/" target="_blank">official website</a> (highlights by me):</p>
<p><em>“Django is a <strong>high-level Python web framework</strong> that encourages rapid development and clean, pragmatic design. Built by experienced developers, it takes care of much of the hassle of web development, so you can focus on writing your app without needing to reinvent the wheel. It’s free and open source.”</em></p>
<p>A Django Developer developer creates, edits, analyzes, debugs, and supervises the development of software written in the Python programming language using the Django web development framework. You need to have good <a rel="noreferrer noopener" href="https://blog.finxter.com/python-developer-income-and-opportunity/" target="_blank">Python</a>, <a rel="noreferrer noopener" href="https://blog.finxter.com/html-developer-income-and-opportunity/" target="_blank">HTML</a>, and <a rel="noreferrer noopener" href="https://blog.finxter.com/css-developer-income-and-opportunity/" target="_blank">CSS</a> skills.</p>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> The average annual income of a <strong>Django Developer</strong> in the United States is between <strong>$101,000</strong> (25th percentile) and <strong>$137,000</strong> (75th percentile) with an average of <strong>$117,000</strong> per year according to Ziprecruiter (<a rel="noreferrer noopener" href="https://www.ziprecruiter.com/Salaries/Python-Django-Developer-Salary" target="_blank">source</a>) and <strong>$90,000</strong> per year according to PayScale (<a rel="noreferrer noopener" href="https://www.payscale.com/research/US/Skill=Django/Salary" target="_blank">source</a>). Top earners make <strong>$150,000</strong> and more in the US!</p>
<p>Do you want to become a Django Developer? Here’s a step-by-step learning path I’d propose to get started with Django:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-notes/" target="_blank">Introduction to Algorithms</a> (~40 hours)</li>
<li><strong>Step 3</strong>: <a rel="noreferrer noopener" href="https://www.google.com/search?q=introduction+to+Django+programming" target="_blank">Introduction to Django</a> (~20 hours)</li>
<li><strong>Step 4</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+Django+programming" target="_blank">Introduction to Django (Free Video Courses)</a> (~10 hours)</li>
</ul>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/django-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/django-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#3 – Flask</h2>
<p>A Flask Developer developer creates, edits, analyzes, debugs, and supervises the development of software written in the Flask programming language. You should have a basic understanding of web technologies such as <a rel="noreferrer noopener" href="https://blog.finxter.com/html-developer-income-and-opportunity/" target="_blank">HTML</a>, <a rel="noreferrer noopener" href="https://blog.finxter.com/css-developer-income-and-opportunity/" target="_blank">CSS</a>, <a rel="noreferrer noopener" href="https://blog.finxter.com/javascript-developer-income-and-opportunity/" target="_blank">JavaScript</a>, and of course <a rel="noreferrer noopener" href="https://blog.finxter.com/python-developer-income-and-opportunity/" target="_blank">Python</a>.</p>
<hr class="wp-block-separator has-alpha-channel-opacity"/>
<p>Let’s have a look at the definition from the <a rel="noreferrer noopener" href="https://en.wikipedia.org/wiki/Flask_(web_framework)" target="_blank">Flask wiki page</a> (highlights by me):</p>
<p><em>“Flask is a micro <strong>web framework written in Python</strong>. It is classified as a <strong>microframework</strong> because it does not require particular tools or libraries.</em></p>
<p><em>It has no database abstraction layer, form validation, or any other components where pre-existing third-party libraries provide common functions.</em></p>
<p><em>However, Flask supports <strong>extensions that can add application features</strong> as if they were implemented in Flask itself. Extensions exist for object-relational mappers, form validation, upload handling, various open authentication technologies and several common framework related tools.”</em></p>
<hr class="wp-block-separator has-alpha-channel-opacity"/>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> The average annual income of a <strong>Flask Developer</strong> in the United States is between <strong>$79,000</strong> (25th percentile) and <strong>$123,000</strong> (75th percentile) with an average of <strong>$103,000</strong> per year according to Ziprecruiter (<a rel="noreferrer noopener" href="https://www.ziprecruiter.com/Salaries/Python-Flask-Developer-Salary" target="_blank">source</a>). Top earners make <strong>$151,000</strong> and more in the US!</p>
<p>Do you want to become a Flask Developer? Here’s a step-by-step learning path I’d propose to get started with Flask:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://www.google.com/search?q=introduction+to+Flask+programming" target="_blank">Introduction to Flask</a> (~20 hours)</li>
<li><strong>Step 3</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+Flask+programming" target="_blank">Introduction to Flask (Free Video Courses)</a> (~10 hours)</li>
</ul>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/flask-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/flask-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#4 – NumPy</h2>
<p>Let’s have a look at the definition from the <a href="https://numpy.org/" target="_blank" rel="noreferrer noopener">official NumPy website</a>:</p>
<p><em>“Nearly every scientist working in Python draws on the power of NumPy. NumPy brings the computational power of languages like C and Fortran to Python, a language much easier to learn and use. With this power comes simplicity: a solution in NumPy is often clear and elegant.”</em></p>
<p>Here’s where NumPy is used in practice:</p>
<figure class="wp-block-image"><img loading="lazy" width="1024" height="455" src="https://blog.finxter.com/wp-content/uploads/2022/03/image-191-1024x455.png" alt="" class="wp-image-257562" srcset="https://blog.finxter.com/wp-content/uploads/2022/03/image-191-1024x455.png 1024w, https://blog.finxter.com/wp-content/uplo...00x133.png 300w, https://blog.finxter.com/wp-content/uplo...68x341.png 768w, https://blog.finxter.com/wp-content/uplo...ge-191.png 1138w" sizes="(max-width: 1024px) 100vw, 1024px" /><figcaption><a href="https://numpy.org/" target="_blank" rel="noreferrer noopener">source</a></figcaption></figure>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> The average annual income of a <strong>NumPy Developer</strong> in the United States is <strong>$105,000</strong> per year according to PayScale (<a rel="noreferrer noopener" href="https://www.payscale.com/research/US/Skill=NumPy/Salary" target="_blank">source</a>). Top earners make <strong>$149,000</strong> and more in the US!</p>
<p>Do you want to become a NumPy Developer? Here’s a step-by-step learning path I’d propose to get started with NumPy:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-notes/" target="_blank">Introduction to Algorithms</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://blog.finxter.com/subscribe/" target="_blank">Introduction to Python</a> (~20 hours)</li>
<li><strong>Step 3</strong>: <a rel="noreferrer noopener" href="https://www.google.com/search?q=introduction+to+NumPy+programming" target="_blank">Introduction to NumPy</a> (~20 hours)</li>
<li><strong>Step 4</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+NumPy+programming" target="_blank">Introduction to NumPy (Free Video Courses)</a> (~10 hours)</li>
</ul>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/numpy-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/numpy-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#5 – Pandas</h2>
<p>What is pandas? Let’s have a look at the definition from the <a rel="noreferrer noopener" href="https://pandas.pydata.org/" target="_blank">official Pandas website</a>:</p>
<p><em>“pandas is a fast, powerful, flexible and easy to use open source data analysis and manipulation tool, built on top of the Python programming language.”</em></p>
<p>You may also want to check out our Pandas resources on the Finxter blog:</p>
<ul>
<li><a href="https://blog.finxter.com/how-to-install-pandas-in-python/" target="_blank" rel="noreferrer noopener">How to Install Pandas?</a></li>
<li><a href="https://blog.finxter.com/pandas-quickstart/" target="_blank" rel="noreferrer noopener">10 Minutes to Pandas (in 5 Minutes or Less)</a></li>
</ul>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> The average annual income of a <strong>Pandas Developer</strong> in the United States is <strong>$87,000</strong> per year according to Ziprecruiter (<a rel="noreferrer noopener" href="https://www.google.com/search?q=Pandas+income" target="_blank">source</a>). Top earners make <strong>$125,000</strong> and more in the US!</p>
<p>Do you want to become a Pandas Developer? Here’s a step-by-step learning path I’d propose to get started with Pandas:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-notes/" target="_blank">Introduction to Algorithms</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://blog.finxter.com/email-academy/" target="_blank">Introduction to Python</a> (~20 hours)</li>
<li><strong>Step 3</strong>: <a href="https://blog.finxter.com/coffee-break-pandas/" target="_blank" rel="noreferrer noopener">Introduction to Pandas Book</a> (~20 hours)</li>
<li><strong>Step 4</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+Pandas+programming" target="_blank">Introduction to Pandas (Free Video Courses)</a> (~10 hours)</li>
</ul>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/pandas-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/pandas-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#6 – TensorFlow</h2>
<p>A TensorFlow Developer creates, edits, analyzes, debugs, and supervises the development of code written with the <a rel="noreferrer noopener" href="https://blog.finxter.com/tensorflow-overview/" target="_blank">TensorFlow library</a> that is accessed mostly via the Python API. Because a TensorFlow developer is a <a rel="noreferrer noopener" href="https://blog.finxter.com/artificial-intelligence-machine-learning-deep-learning-and-data-science-whats-the-difference/" target="_blank">deep learning</a> engineer, they design and create machine learning models, train them, and improve them to reach high level of model accuracy and robustness.</p>
<hr class="wp-block-separator has-alpha-channel-opacity"/>
<p>Let’s have a look at the definition from the <a rel="noreferrer noopener" href="https://www.google.com/search?q=TensorFlow" target="_blank">official TensorFlow website</a>:</p>
<p><strong>TensorFlow </strong>is <em>“An end-to-end open source machine learning platform. The core open source library to help you develop and train ML models. TensorFlow makes it easy for beginners and experts to create machine learning models for desktop, mobile, web, and cloud. See the sections below to get started.”</em></p>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> The average annual income of a <strong>TensorFlow Developer</strong> in the United States is between <strong>$104,000</strong> (25th percentile) and <strong>$187,000</strong> (75th percentile) with an average of <strong>$148,000</strong> per year according to Ziprecruiter (<a rel="noreferrer noopener" href="https://www.ziprecruiter.com/Salaries/Tensorflow-Salary" target="_blank">source</a>). Top earners make <strong>$197,000</strong> and more in the US!</p>
<p>Do you want to become a TensorFlow Developer? Here’s a step-by-step learning path I’d propose to get started with TensorFlow:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a rel="noreferrer noopener" href="https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-notes/" target="_blank">Introduction to Algorithms</a> (~40 hours)</li>
<li><strong>Step 3</strong>: <a href="https://blog.finxter.com/python-crash-course/">Introduction to Python</a> (~10 hours)</li>
<li><strong>Step 4</strong>: <a rel="noreferrer noopener" href="https://developers.google.com/machine-learning/crash-course/ml-intro" target="_blank">Introduction to Machine Learning</a> (~40 hours)</li>
<li><strong>Step 5</strong>: <a rel="noreferrer noopener" href="https://www.google.com/search?q=introduction+to+TensorFlow+programming" target="_blank">Introduction to TensorFlow</a> (~20 hours)</li>
<li><strong>Step 6</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+TensorFlow+programming" target="_blank">Introduction to TensorFlow (Free Video Courses)</a> (~10 hours)</li>
<li><strong>Step 7</strong>: <a rel="noreferrer noopener" href="https://www.google.com/search?q=introduction+to+Keras+programming" target="_blank">Introduction to Keras</a> (~20 hours)</li>
<li><strong>Step 8</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+Keras+programming" target="_blank">Introduction to Keras (Free Video Courses)</a> (~10 hours)</li>
</ul>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/tensorflow-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/tensorflow-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#7 – PyTorch</h2>
<p>A PyTorch Developer writes code using in Python’s PyTorch library to analyze data, create machine learning models, or runs deep learning algorithms on various hardware devices such as GPUs.</p>
<p>What Is PyTorch? Let’s have a look at the definition from the <a rel="noreferrer noopener" href="https://pytorch.org/" target="_blank">official PyTorch website</a>:</p>
<p><em>“An open source machine learning framework that accelerates the path from research prototyping to production deployment. More specifically, PyTorch is an optimized tensor library for deep learning using GPUs and CPUs.”</em></p>
<p class="has-global-color-8-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f4b0.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> The average annual income of a <strong>PyTorch Developer</strong> in the United States is <strong>$109,000</strong> per year according to PayScale (<a rel="noreferrer noopener" href="https://www.payscale.com/research/US/Skill=PyTorch_Software_Library/Salary" target="_blank">source</a>). Top earners make <strong>$131,000</strong> and more in the US!</p>
<p>Do you want to become a PyTorch Developer? Here’s a step-by-step learning path I’d propose to get started with PyTorch:</p>
<ul>
<li><strong>Step 1</strong>: <a rel="noreferrer noopener" href="https://pll.harvard.edu/course/cs50-introduction-computer-science?delta=0" target="_blank">Introduction to Computer Science</a> (~40 hours)</li>
<li><strong>Step 2</strong>: <a href="https://blog.finxter.com/python-crash-course/">Introduction to Python</a> (~10 hours)</li>
<li><strong>Step 3</strong>: <a rel="noreferrer noopener" href="https://www.google.com/search?q=introduction+to+PyTorch+programming" target="_blank">Introduction to PyTorch</a> (~20 hours)</li>
<li><strong>Step 4</strong>: <a rel="noreferrer noopener" href="https://www.youtube.com/results?search_query=introduction+to+PyTorch+programming" target="_blank">Introduction to PyTorch (Free Video Courses)</a> (~10 hours)</li>
</ul>
<p class="has-base-background-color has-background"><img src="https://s.w.org/images/core/emoji/14.0.0/72x72/1f30d.png" alt="?" class="wp-smiley" style="height: 1em; max-height: 1em;" /> <strong>Learn More</strong>: Read more about this specific Python library career path in <a href="https://blog.finxter.com/pytorch-developer-income-and-opportunity/" data-type="URL" data-id="https://blog.finxter.com/pytorch-developer-income-and-opportunity/" target="_blank" rel="noreferrer noopener">our in-depth Finxter article</a>.</p>
<h2>#Bonus – Plotly Dash</h2>
<hr class="wp-block-separator has-css-opacity"/>
<p><em>If you’re interested in learning more about how to create beautiful dashboard applications in Python, check out our new book <a rel="noreferrer noopener" href="https://www.amazon.com/Python-Dash-Analysis-Visualization-Plotly-dp-1718502222/dp/1718502222/" data-type="URL" data-id="https://www.amazon.com/Python-Dash-Analysis-Visualization-Plotly-dp-1718502222/dp/1718502222/" target="_blank">Python Dash</a>. </em></p>
<div class="wp-container-3 wp-block-columns">
<div class="wp-container-1 wp-block-column">
<figure class="wp-block-image size-full is-resized"><a href="https://www.amazon.com/Python-Dash-Analysis-Visualization-Plotly-dp-1718502222/dp/1718502222/" target="_blank" rel="noopener"><img loading="lazy" src="https://blog.finxter.com/wp-content/uploads/2022/05/image-24.png" alt="" class="wp-image-336350" width="292" height="384" srcset="https://blog.finxter.com/wp-content/uploads/2022/05/image-24.png 325w, https://blog.finxter.com/wp-content/uplo...28x300.png 228w" sizes="(max-width: 292px) 100vw, 292px" /></a></figure>
</div>
<div class="wp-container-2 wp-block-column">
<p><em>You’ve seen dashboards before; think election result visualizations you can update in real-time, or population maps you can filter by demographic. </em></p>
<p><em>With the Python Dash library, you’ll create analytic dashboards that present data in effective, usable, elegant ways in just a few lines of code.</em></p>
</div>
</div>
<p><em>Get the book on <a rel="noreferrer noopener" href="https://nostarch.com/python-dash" data-type="URL" data-id="https://nostarch.com/python-dash" target="_blank">NoStarch</a> or <a rel="noreferrer noopener" href="https://www.amazon.com/Python-Dash-Analysis-Visualization-Plotly-dp-1718502222/dp/1718502222/" data-type="URL" data-id="https://www.amazon.com/Python-Dash-Analysis-Visualization-Plotly-dp-1718502222/dp/1718502222/" target="_blank">Amazon</a>! </em></p>
<hr class="wp-block-separator has-css-opacity"/>
<h2>Summary</h2>
<p>These are some of the most profitable Python libraries you could build your career on:</p>
<ul>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#0_-_General_Python_Developer">#0 – General Python Developer</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#1_-_Keras">#1 – Keras</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#2_-_Django">#2 – Django</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#3_-_Flask">#3 – Flask</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#4_-_NumPy">#4 – NumPy</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#5_-_Pandas">#5 – Pandas</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#6_-_TensorFlow">#6 – TensorFlow</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#7_-_PyTorch">#7 – PyTorch</a></li>
<li><a href="https://blog.finxter.com/top-profitable-python-packages-to-learn-in-2023/#Bonus_-_Plotly_Dash">#Bonus – Plotly Dash</a></li>
</ul>
</div>
https://www.sickgaming.net/blog/2022/07/...n-in-2023/