Learning Roadmap
1
Python & Math
- Python
- NumPy
- Pandas
- Statistics
2
Machine Learning
- ML Algorithms
- Deep Learning
- NLP
3
Advanced AI
- LLMs
- Prompt Engineering
- Big Data
All Topics
Python
Data structures, libraries, best practices
BeginnerNumPy
Arrays, operations, linear algebra
BeginnerPandas
DataFrames, cleaning, transformation
BeginnerStatistics
Probability, hypothesis testing, distributions
IntermediateMachine Learning
Regression, classification, clustering
Advanced • SIMDeep Learning
Neural networks, CNN, RNN, transformers
Advanced • SIMNLP
Text processing, embeddings, transformers
AdvancedLLM & GPT
Large language models, fine-tuning, RAG
AdvancedSQL
Queries, joins, window functions
IntermediateBig Data
Spark, Hadoop, data pipelines
Advanced