Back

AI & LLMs Roadmap - Intermediate

Follow this step-by-step roadmap to master ai_llms at Intermediate level

1

Neural Networks & Deep Learning

4 weeks
  • ▹Introduction to Neural Networks
  • ▹Activation Functions
  • ▹Forward & Backpropagation
  • ▹Gradient Descent & Optimization
  • ▹Regularization & Dropout
  • ▹Frameworks: TensorFlow & PyTorch
2

Computer Vision & NLP Basics

3 weeks
  • ▹Image Classification with CNNs
  • ▹Data Augmentation
  • ▹Text Preprocessing (Tokenization, Stemming, Lemmatization)
  • ▹Word Embeddings (Word2Vec, GloVe)
  • ▹Sentiment Analysis
3

Sequence Models

3 weeks
  • ▹RNN Basics
  • ▹LSTMs & GRUs
  • ▹Sequence-to-Sequence Models
  • ▹Applications: Translation, Chatbots
4

Transformers & Attention

4 weeks
  • ▹Attention Mechanism
  • ▹Self-Attention
  • ▹Transformer Architecture
  • ▹BERT & GPT Basics
GeekDost - Roadmaps & Snippets for Developers