Technical Skills
Core Data Science
Statistical Analysis
Exploratory Data Analysis (EDA)
Data Preprocessing
Feature Engineering
Machine Learning & Deep Learning
ML Algorithms (Regression, Classification, Clustering)
Deep Learning Algorithms (CNN, RNN, Transformers)
Hyperparameter Tuning
Model Evaluation & Validation
Natural Language Processing (NLP)
NLP Techniques (Tokenization, Embeddings, Topic Modeling)
Transformers (BERT, GPT, T5)
Retrieval Augmented Generation (RAG)
Prompt Engineering
Large Language Models (LLMs)
LLM Architectures & Concepts
Fine-Tuning LLMs
LLM Deployment & Scaling
Ethical AI & LLM Safety
Tools & Technologies
Python
TensorFlow & Keras
PyTorch
Scikit-learn
Pandas & NumPy
Langchain
Streamlit
Git & GitHub
Docker
SQL