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Notations

Machine Learning Notations

Influential Ideas and Papers

Generative Pre-trained Transformers

Playbook

How to Calculate the Number of FLOPs in GPT-2
How to Inspect Function and Class Signatures in Python
Why Does Cosine Annealing With Warmup Stabilize Training?
Softmax Preserves Order, Is Translation Invariant But Not Invariant Under Scaling

Deep Learning

Training Chronicles
- The Loss Landscape

Software Engineering

Continuous Integration (CI) Workflow
- Styling, Formatting, and Linting
- Testing
Dependency Inversion Principle
Concurrency, Parallelism and Asynchronous Programming
- A Rudimentary Introduction to Generator and Yield in Python
RESTful API
- Application: Designing a RESTful Banking API with FastAPI and SQLAlchemy

Computer Science

Type Theory, A Very Rudimentary Introduction

Data Structures and Algorithms

Complexity Analysis
- Master Theorem
Stack
- Concept
Linear Search
- Concept
Binary Search
- Concept
- Koko Eating Bananas

Linear Algebra

Preliminaries
- Fields
- Systems of Linear Equations
Vectors

Operations

The Lifecycle of an AIOps System
Distributed Systems
- Notations
- Basics Of Distributed Data Parallelism

References, Resources and Roadmap

Bibliography
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API Reference

API Reference

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Concurrency, Parallelism and Asynchronous Programming

Contents

Table of Contents

Concurrency, Parallelism and Asynchronous Programming#

Table of Contents

Table of Contents #

A Rudimentary Introduction to Generator and Yield in Python

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By Gao Hongnan

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