Blog^[21]

Python, the data science libraries and the core ML algorithms, from NumPy to model deployment.

1. 01Python Crash Course3 pp
2. 02Numpy5 pp
3. 03Pandas13 pp
4. 04Matplotlib8 pp
5. 05Seaborn9 pp
6. 06Capstone Project2 pp
7. 07Machine Learning Overview
8. 08Linear Regression Models6 pp
9. 09Feature Engineering3 pp
10. 10Cross Val & LinReg Project4 pp
11. 11Logistic Regression Models4 pp
12. 12K Nearest Neighbors4 pp
13. 13Support Vector Machines4 pp
14. 14Decision Trees1 pp
15. 15Random Forests2 pp
16. 16Boosted Trees2 pp
17. 17Supervised Learning Capstone2 pp
18. 18Naive Bayes & NLP4 pp
19. 19Unsupervised Learning Overview1 pp
20. 20Kmeans Clustering4 pp
21. 21Hierarchical Clustering1 pp
22. 22DBSCAN4 pp
23. 23PCA (Principal Component Analysis)4 pp
24. 24Model Deployment2 pp

Core concepts of scalable, reliable and efficient systems.

1. 01Networking & Communication8 pp
2. 02Network Protocols5 pp
3. 03Software Architecture Patterns3 pp
4. 04Scalability in System Design3 pp
5. 05Storage Basics: The Foundation of Data5 pp
6. 06System Performance: Speed, Capacity & Efficiency6 pp
7. 07System Reliability3 pp
8. 08Security in Distributed Systems3 pp
9. 09Designing Complex Systems5 pp

The architecture, mathematics and implementation of modern LLMs, built up from the tokenizer to embeddings.

1. 01Inside the Tokenizer18 pp
2. 02Word Embeddings11 pp

Communicating with large language models, from zero-shot and few-shot prompting to the techniques behind agents.

1. 01Introduction5 pp
2. 02Prompting Techniques17 pp

From single LLM calls to recursive agent state machines, ending in multi-agent patterns.

1. 01Elements
2. 02Drafter Agent
3. 03Reflection Agent
4. 04Reflexion Agent
5. 05Multi-Agent Systems
6. 06Sub-Agents Pattern
7. 07Handoffs Pattern
8. 08Skills Pattern
9. 09Router Pattern
10. 10Hello World Graph
11. 11Multiple Input Graph
12. 12Sequential Graph
13. 13Conditional Graph
14. 14Looping Graph
15. 15Simple Bot Agent
16. 16Chatbot Agent
17. 17ReAct Agent

A language built for performance, type safety and concurrency, with memory safety enforced at compile time.

1. 01Introduction
2. 02Traits
3. 03Lifetimes
4. 04Testing
5. 05Mini Grep CLI
6. 06Closures
7. 07Iterators
8. 08Smart Pointer
9. 09Concurrency
10. 10Programming Concepts
11. 11Memory Management
12. 12Structs
13. 13Enums
14. 14Module System
15. 15Vectors
16. 16Error Handling
17. 17Generics

The mathematical language of AI, from vectors and matrices to eigenvalues and SVD.

1. 011. Vectors15 pp

SQL for analysts, from preparing data to time series, cohorts, anomaly detection and experiments.

1. 01Page 1: Introduction — Why SQL Is the Analyst
2. 02Page 2: Preparing Your Data — The Foundation of Good Analysis
3. 03Page 3: Time Series Analysis — Tracking Trends Over Time
4. 04Page 4: Cohort Analysis — Understanding Groups Over Time
5. 05Page 5: Text Analysis with SQL — Mining Meaning from Words
6. 06Page 6: Anomaly Detection — Finding What Doesn
7. 07Page 7: Experiment Analysis — Testing Hypotheses with SQL
8. 08Page 8: Building Complex Data Sets — Advanced SQL Techniques

A curated path through the YC Startup Library, from ideation to launch.

1. 01Should you start a startup ?
2. 02How to Get and Evaluate Startup Ideas ?
3. 03Startup Business Models and Pricing
4. 04How to get First Customers
5. 05How to build an MVP
6. 06The Best Way to Launch your Startup
7. 07Tips for Technical Startup Founders

The foundations of modern psychology and humanistic therapy, centred on Carl Rogers' person-centred approach.

1. 01Module 00: Fundamentals5 pp

Orchestration for deploying, scaling and managing containerised applications.

1. 01Pod
2. 02Worker Node
3. 03Kubectl Commands & Debugging
4. 04Kubernetes Configuration File
5. 05Mongo Express K8s Cluster

Full-stack web apps with MongoDB, Express, React and Node.

1. 01Node JS
2. 02Express JS
3. 03Mongo DB
4. 04RESTful API

Version control and collaboration, from first commit to professional workflows.

1. 01Git Basics
2. 02Git Branches
3. 03Git for Professionals

The core concepts of the frontend ecosystem, from vanilla JavaScript to React.

1. 01JavaScript
2. 02React Interview

How containers give an application an isolated environment, so it runs the same in development and production.

The shell and the essential commands for working from the command line.