Learn TENSORFLOW with Real Code Examples
Updated Nov 24, 2025
Learning Path
Learn Python basics
Understand core ML concepts
Study neural networks and backpropagation
Practice building models in TensorFlow
Deploy models in real-world pipelines
Skill Improvement Plan
Week 1: Python and NumPy basics
Week 2: TensorFlow fundamentals and Tensors
Week 3: CNNs for image tasks
Week 4: RNNs, LSTMs, and NLP tasks
Week 5: Advanced pipelines, distributed training, deployment
Interview Questions
Explain the difference between eager execution and graph mode
What are tensors and how do they work?
How do you use tf.data pipelines?
Explain model.compile parameters in Keras
How do you deploy a TensorFlow model?
Cheat Sheet
Tensor = n-dimensional array
fit() = training loop
evaluate() = performance metrics
predict() = inference
SavedModel = deployment format
Books
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow
Deep Learning with Python
TensorFlow for Deep Learning
Advanced Deep Learning with TensorFlow 2
Practical TensorFlow 2
Tutorials
Official TensorFlow tutorials
TensorFlow YouTube courses
MOOCs like Coursera and Udemy
Community blog guides
Sample projects in GitHub repos
Official Docs
https://www.tensorflow.org/
https://www.tensorflow.org/guide
https://github.com/tensorflow/tensorflow
Community Links
TensorFlow GitHub repository
TensorFlow forums
StackOverflow
Reddit /r/MachineLearning
YouTube tutorials
Community Support
TensorFlow GitHub repository
TensorFlow forums
StackOverflow
Reddit /r/MachineLearning
YouTube tutorials and MOOCs