How to learn AI on your own as Software Developer
Hi my nerdy friends, - AI is everywhere everything all at once, if you are not careful enough you maybe left behind. Today, we're diving into a topic of how to learn AI on your own as a web developer. Whether you're a beginner or looking to level up your skills, this guide is for you.
Step 1 Programming skills
TensorFlow.js is an open-source library developed by Google that allows you to define, train, and run machine learning models directly in the browser or in Node.js environments.
Second programming language that worth learning is Python. This is probably the most popular programming langue when it comes to AI and machine learning.
NumPy, Pandas, and TensorFlow.
https://www.tensorflow.org/
PyTorch - Developed by Facebook's AI Research lab, open-source machine learning framework. It's known for its dynamic computational graph, making it more intuitive for researchers and developers.
https://pytorch.org/
FastAI: is a library that simplifies training fast and accurate neural nets using modern best practices. It provides pre-trained models and high-level APIs for deep learning.
https://www.fast.ai/
Step 2(optional) Mathematics Fundamentals
You might already know this, AI relies heavily on mathematics. One of the quickest way to refresh your math memories will but Visualizing and re-learning concepts like linear algebra and calculus as well as statistics because they are the building blocks of AI algorithms
Step 3: Online Courses and Resources
Coursera
Udemy
Step 4: (optional) Books and Documentation
Books like "Deep Learning" by Ian Goodfellow and "Python Machine Learning" by Sebastian Raschka are invaluable resources.
"Python Crash Course" by Eric Matthes: A great book for beginners to learn Python programming.
"Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow" by Aurélien Géron: A comprehensive book that covers practical machine learning techniques using scikit-learn, Keras, and TensorFlow.
Step 5: Projects and Hands-On Experience
step 6: Joining AI Communities
Join online AI communities like Reddit's r/MachineLearning or Stack Overflow.
New to coding?
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