Deep Learning Course Index — Dataplexa

Deep Learning
Course Index

60 Lessons · 4 Levels

Complete Deep Learning roadmap — foundations, neural networks, CNNs, RNNs, LSTMs, GRUs, attention, transformers, BERT, GPT, and modern AI architectures.

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60Lessons

4Levels

3Projects

FreeAccess

Level I Deep Learning Foundations Lessons 1–15

What is Deep Learning?

Biological vs Artificial Neurons

Neural Network Architecture

Activation Functions

Forward & Backpropagation

Gradient Descent Variants

Weight Initialization

Bias & Variance

Overfitting & Underfitting

Batch Normalization

Optimization Algorithms

Training Pipeline

Level II Neural Network Models Lessons 16–30

Multi-Layer Perceptron

Initialization Strategies

Hyperparameter Tuning

Epochs, Batches, LR

Vanishing Gradients

Evaluation Metrics

Confusion Matrix

Keras Sequential API

TensorFlow Fundamentals

Build NN from Scratch

Gradient Checking

Level III Convolutional Neural Networks Lessons 31–45

Convolution Operation

Padding & Stride

Transfer Learning

Fine-Tuning Models

Image Augmentation

CNN Architectures

Build CNN in TF/Keras

Level IV Sequence Models Lessons 46–60

Vanishing Gradients

Bidirectional RNNs

Encoder-Decoder

Attention Mechanism

Transformers Intro

Positional Encoding

Training Large Models

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Deep Learning Course Index

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