Roadmaps

Collection of comprehensive guides for fundamental and advanced subjects.

Based on Concepts :

  • Mathematics for Machine Learning
  • Statistics and Probability
  • Linear Regression and Analysis
  • Generalized Linear Models and Linear Mixed Effects Models
  • Neural Network Foundations
  • Convolution Neural Networks and Image Classification
  • Text Processing and NLP Foundations
  • Deep Learning for NLP
  • Object Detection and Segmentation
  • Transformer Foundations
  • Language Models
  • Vision Transformers
  • Diffusion Models
  • Multi-Modal Machine Learning
  • Gen AI
  • ML-Ops

Based on Career Path

  • ML(Ops) Engineering
  • Business / Data Analytics
  • Data Science