Phase 5: Advanced SQL & Optimization — Data Science & ML Roadmap by Daksh Gupta

DS Roadmap By Daksh Gupta

⚡ Phase 5 / 22: Advanced SQL & Optimization

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Foundations

Python Fundamentals

Data Visualization

Statistics & Probability

SQL & Databases

Core SQL Querying

HTML Notebook ⚡

Advanced SQL & Optimization

Core Machine Learning

EDA & Feature Engineering

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Regression Algorithms

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Classification Algorithms

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Unsupervised Learning

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Model Evaluation & Tuning

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Ensemble Learning

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Time Series Analysis & Forecasting

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ML Master Pipeline Handbook

Deep Learning & NLP

Deep Learning Fundamentals

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Convolutional Neural Networks (CNN)

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RNN, LSTM & GRU

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NLP Fundamentals

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Transformers & Attention

GenAI & MLOps

Applied LLMs & GenAI

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Model Deployment & MLOps

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ML System Design

Practice & Interview Prep

Pandas & SQL Problem Bank

Created by Daksh Gupta