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Notations

Machine Learning Notations
Mathematical Notations
Deep Learning Notations

Influential Ideas and Papers

Generative Pre-trained Transformers
Low-Rank Adaptation Of Large Language Models
- Concept
- Implementation
Chain-of-Verification Reduces Hallucination in Large Language Models
Vector Semantics and Embeddings
The Machine Learning Framework
- FAQ: The Machine Learning Framework
Empirical Risk Minimization
- Concept: Empirical Risk Minimization
- Bayes Optimal Classifier
Loss Functions
Why Neural Network Initialization Matters
- Permutation Symmetry in Neural Networks Explained
- Weight Initialization: Why Constant and Zero Init Fail
Decision Boundary
- Concept: Decision Boundary
Is The Learning Problem Solvable?
- Concept: Learning Theory
Lloyd’s K-Means Clustering Algorithm
Naive Bayes
K-Nearest Neighbours
- K-Nearest Neighbours: Effect of K
- K-Nearest Neighbours: Decision Boundaries
Mixture Models
- Concept
- Gaussian Mixture Models Implementation
Principal Component Analysis
- Principal Component Analysis Implementation
Linear Regression
- Concept
- Implementation
Gradient Descent
- Concept: Gradient Descent
- Gradient Descent Implementation
Metrics and Scoring Rules

Deep Learning

Computer Vision: Learning to See with Convolutions

Playbook

Training Dynamics And Tricks
Softmax Preserves Order, Is Translation Invariant But Not Invariant Under Scaling.
How to Inspect Function and Class Signatures in Python?

Probability Theory

Chapter 1. Mathematical Preliminaries
Chapter 2. Probability
Chapter 3. Discrete Random Variables
Chapter 4. Continuous Random Variables
Chapter 5. Joint Distributions
Chapter 6. Sample Statistics
Chapter 8. Estimation Theory
- Maximum Likelihood Estimation
  - Concept

Operations

Distributed Systems
Profiling
The Lifecycle of an AIOps System

Software Engineering

Config, State, Metadata Management
Design Patterns
Python
Concurrency, Parallelism and Asynchronous Programming

Computer Science

Type Theory, A Very Rudimentary Introduction

Data Structures and Algorithms

Complexity Analysis
- Master Theorem
List/Array
- Concept
- Questions
  - Two Sum
Hash Map
- Concept
- Questions
  - Two Sum
  - Group Anagrams
Two Pointers And Sliding Window
Stack
- Concept
- Questions
Queue
- Concept
- Double Ended Queue
  - Easy - Hot Potatoes
  - Palindrome Checker
Linear Search
- Concept
Binary Search
- Concept
- Koko Eating Bananas
Concept
- Question Name
- Tower of Hanoi
Linked List
Concept
The Supermarket Queue
Concept
- Application
Concept
- The N-Queens Problem (CSP)
- Questions
  - Letter Combinations of a Phone Number
  - Binary Tree Paths
Concept
Leetcode Tracker
- Topic Tracker
- Todo Tracker

Linear Algebra

Preliminaries
- Fields
- Systems of Linear Equations
Vectors

References, Resources and Roadmap

Bibliography
IEEE (Style) Citations

Repository
Open issue

.md

Topic Tracker

Topic Tracker#

Table 88 Topic Tracking#
Topic	Date Learned	Commit
Hash Map	16-Jul-2023	[Main concepts]
Array	16-Jul-2023	[Main concepts]
Two Pointers	16-Jul-2023	[Main concepts]
Sliding Window	16-Jul-2023	[Main concepts]

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By Gao Hongnan

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