Phase 21: ML System Design — Data Science & ML Roadmap by Daksh Gupta

DS Roadmap By Daksh Gupta

🏗️ Phase 21 / 22: ML System Design

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🗺️ Roadmap Menu

Foundations

Python Fundamentals

Data Visualization

Statistics & Probability

SQL & Databases

Core SQL Querying

HTML Notebook ⚡

Advanced SQL & Optimization

Core Machine Learning

EDA & Feature Engineering

HTML Notebook 📉

Regression Algorithms

HTML Notebook 🎯

Classification Algorithms

HTML Notebook 🧩

Unsupervised Learning

HTML Notebook 🎛️

Model Evaluation & Tuning

HTML Notebook 🌲

Ensemble Learning

HTML Notebook ⏳

Time Series Analysis & Forecasting

HTML Notebook 🛠️

ML Master Pipeline Handbook

Deep Learning & NLP

Deep Learning Fundamentals

HTML Notebook 👁️

Convolutional Neural Networks (CNN)

HTML Notebook 🔄

RNN, LSTM & GRU

HTML Notebook 💬

NLP Fundamentals

HTML Notebook ⚡

Transformers & Attention

GenAI & MLOps

Applied LLMs & GenAI

HTML Notebook 🚀

Model Deployment & MLOps

HTML Notebook 🏗️

ML System Design

Practice & Interview Prep

Pandas & SQL Problem Bank

Created by Daksh Gupta