free downloads · openly accessible

Cheatsheets for Every Track

12 beautiful cheatsheets — view online, print, or save as PDF. No sign-up required.

programming
🐍
Python Basics
Data types, operators, loops, functions, list comprehensions, file I/O, error handling, common built-ins.
A4 · 2 pages
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📊
Python for Data
Pandas top 30 operations, NumPy array ops, Matplotlib/Seaborn plot recipes, data cleaning patterns.
A4 · 2 pages
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🗄
SQL Quick Reference
SELECT, WHERE, JOINs, GROUP BY, HAVING, window functions, CTEs, subqueries, and 10 interview patterns.
A4 · 2 pages
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🖥
Shell / Bash
Navigation, file ops, text processing (grep/awk/sed), variables, loops, pipes, redirects, cron, and SSH.
A4 · 1 page
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📋
Excel Formula Bible
VLOOKUP, XLOOKUP, INDEX+MATCH, SUMIFS, COUNTIF, pivot tables, IF/IFS, TEXT, DATE functions.
A4 · 2 pages
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⚡
C/C++ Memory
Pointers, malloc/calloc/free, structs, unions, arrays, references, RAII, common memory errors.
A4 · 1 page
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machine learning & deep learning
🤖
ML Models at a Glance
All 10 ML topics: algorithm, when to use, key metrics, key hyperparameters, and common watch-outs on one sheet.
A4 · 2 pages
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🧠
Deep Learning Layers
Dense, Conv2D, MaxPool, LSTM, GRU, BatchNorm, Dropout, Attention, Transformer block — shapes and use cases.
A4 · 2 pages
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generative ai & interviews
✨
GenAI Prompt Patterns
Zero-shot, few-shot, chain-of-thought, role prompting, output format, RAG prompt, tool-use patterns.
A4 · 1 page
📄 View Cheatsheet GenAI Course →
💻
AI for Developers Prompts
50 high-value prompts for refactoring, testing, documentation, explaining, debugging, and code review.
A4 · 2 pages
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🎤
AIML Interview Prep
Top 50 ML, DL, and GenAI interview questions with one-line answers. Bias/variance, overfitting, batch norm, attention, RAG, and more.
A4 · 2 pages
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📢

Cheatsheets are being finalized

PDFs are being generated using our reportlab pipeline. First 6 will be live by end of June 2026. Hosted on S3 at mitra-ai-life-assets.s3.us-west-2.amazonaws.com/cheatsheets/.

Get notified →
📂
New
Portfolio & GitHub Profile
GitHub README template, project README, deploy guide, LinkedIn tips, portfolio checklist.
2 pages · Print-ready 🗂 View & Print