Topics

Duration

32 Weeks

Progress

0/20

Learning Progress0%

AI Roadmap

TensorFlow & Keras

Learning Path

Follow these concepts in order to master this topic.

Introduction to TensorFlow

Installing TensorFlow

Introduction to Keras

Tensors

Tensor Operations

Sequential API

Functional API

Building Neural Networks

Layers

Dense Layers

Activation Functions

Loss Functions

Optimizers

Metrics

Training Models

Validation

Callbacks

Early Stopping

Model Checkpoints

TensorBoard

Saving & Loading Models

Transfer Learning

Data Pipelines with tf.data

Deploying TensorFlow Models

Documentation

Official documentation and references.

TensorFlow Documentation

Recommended

Keras Documentation

TensorFlow API Reference

Video Courses

TensorFlow Full Course

6h 52m

Keras Tutorial for Beginners

2h 47m

Practice Websites

Practice what you've learned.

Kaggle Learn - Intro to Deep Learning

Google Colab

TensorFlow Tutorials

Projects

Apply what you've learned by building real projects.

Handwritten Digit Recognition (MNIST)

Beginner

Image Classification with Transfer Learning

Intermediate

Build an End-to-End Deep Learning Image Classifier

Advanced