Master CheatSheets
๐๐ถ๐๐ ๐ผ๐ณ ๐ญ๐ฌ๐ฌ+ ๐๐ฟ๐๐ถ๐ณ๐ถ๐ฐ๐ถ๐ฎ๐น ๐๐ป๐๐ฒ๐น๐น๐ถ๐ด๐ฒ๐ป๐ฐ๐ฒ ๐๐น๐ด๐ผ๐ฟ๐ถ๐๐ต๐บ๐.
Hereโs an ultimate cheat sheet, providing a comprehensive overview of the algorithms at the core of AI, Machine Learning, and Data Science. Here's a glimpse of what you'll find:
๐ ๐ฎ๐ฐ๐ต๐ถ๐ป๐ฒ ๐๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด ๐๐น๐ด๐ผ๐ฟ๐ถ๐๐ต๐บ๐
- From foundational algorithms like Linear and Logistic Regression to advanced techniques such as Support Vector Machines and Ensemble Methods, this section covers the building blocks of predictive models.
๐ก๐ฎ๐๐๐ฟ๐ฎ๐น ๐๐ฎ๐ป๐ด๐๐ฎ๐ด๐ฒ ๐ฃ๐ฟ๐ผ๐ฐ๐ฒ๐๐๐ถ๐ป๐ด (๐ก๐๐ฃ)
- Explore a variety of algorithms that enable machines to understand and manipulate human language, including Term Frequency-Inverse Document Frequency (TF-IDF) and advanced models like BERT and GPT.
๐๐ผ๐บ๐ฝ๐๐๐ฒ๐ฟ ๐ฉ๐ถ๐๐ถ๐ผ๐ป ๐๐น๐ด๐ผ๐ฟ๐ถ๐๐ต๐บ๐
- This section demystifies the algorithms behind image recognition and processing, such as Convolutional Neural Networks (CNNs) and You Only Look Once (YOLO).
๐ฅ๐ฒ๐ถ๐ป๐ณ๐ผ๐ฟ๐ฐ๐ฒ๐บ๐ฒ๐ป๐ ๐๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด ๐๐น๐ด๐ผ๐ฟ๐ถ๐๐ต๐บ๐
- Delve into the dynamic algorithms that teach machines to make decisions, like Q-Learning and Monte Carlo Tree Search (MCTS).
๐๐ฒ๐ฒ๐ฝ ๐๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด ๐๐น๐ด๐ผ๐ฟ๐ถ๐๐ต๐บ๐
- Discover the cutting-edge of AI with algorithms like Generative Adversarial Networks (GANs) and Deep Belief Networks.
๐ข๐ฝ๐๐ถ๐บ๐ถ๐๐ฎ๐๐ถ๐ผ๐ป ๐๐น๐ด๐ผ๐ฟ๐ถ๐๐ต๐บ๐
- Optimization is key in AI, and this cheat sheet includes everything from Gradient Descent to more niche algorithms like Simulated Annealing and Ant Colony Optimization.
๐๐ป๐๐ฒ๐บ๐ฏ๐น๐ฒ ๐๐น๐ด๐ผ๐ฟ๐ถ๐๐ต๐บ๐
- Unpack the power of ensemble methods that combine multiple models to improve predictions, such as Random Forest and XGBoost.
๐ฅ๐ฒ๐ฐ๐ผ๐บ๐บ๐ฒ๐ป๐ฑ๐ฎ๐๐ถ๐ผ๐ป ๐ฆ๐๐๐๐ฒ๐บ๐
- Understand the mechanics behind personalized suggestions with algorithms used in systems like Collaborative Filtering and Content-Based Filtering.
๐๐ป๐ผ๐บ๐ฎ๐น๐ ๐๐ฒ๐๐ฒ๐ฐ๐๐ถ๐ผ๐ป ๐๐น๐ด๐ผ๐ฟ๐ถ๐๐ต๐บ๐
- Learn about the techniques to identify outliers and unusual patterns, essential for fraud detection and network security.
๐๐ฟ๐ฎ๐ฝ๐ต ๐๐น๐ด๐ผ๐ฟ๐ถ๐๐ต๐บ๐ ๐ถ๐ป ๐๐
- Graph algorithms like PageRank and Graph Convolutional Networks play a critical role in structuring and interpreting complex networks.
To get this Image in high quality: ๐
1. Like
2. Comment "ALGO"
3. Join my newsletter :)
And we will send you the PDF right away!
โป Repost to be the hero of your network!