Machine Learning
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Real Machine Learning β€” simple, practical, and built on experience.
Learn step by step with clear explanations and working code.

Admin: @HusseinSheikho || @Hussein_Sheikho
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πŸ“Œ How to Study the Monotonicity and Stability of Variables in a Scoring Model using Python

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2026-04-30 | ⏱️ Read time: 10 min read

How can you validate that your variables tell a consistent risk?

#DataScience #AI #Python
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πŸ“Œ Why AI Engineers Are Moving Beyond LangChain to Native Agent Architectures

πŸ—‚ Category: AGENTIC AI

πŸ•’ Date: 2026-04-30 | ⏱️ Read time: 8 min read

Frameworks accelerated the first wave of LLM apps, but production demands a different architecture.

#DataScience #AI #Python
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πŸ“Œ How to Get Hired in the AI Era

πŸ—‚ Category: CAREER ADVICE

πŸ•’ Date: 2026-05-01 | ⏱️ Read time: 7 min read

What people actually look for when hiring juniors that stand out.

#DataScience #AI #Python
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πŸ“Œ Churn Without Fragmentation: How a Party-Label Bug Reversed My Headline Finding

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2026-05-01 | ⏱️ Read time: 11 min read

A data quality case study from English local elections on categorical normalisation, metric validation, and…

#DataScience #AI #Python
πŸ“Œ Ghost: A Database for Our Times?

πŸ—‚ Category: AGENTIC AI

πŸ•’ Date: 2026-05-01 | ⏱️ Read time: 12 min read

The first database built for AI Agents

#DataScience #AI #Python
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πŸ”– 10 Stanford courses on AI and ML β€” with official pages and all materials

▢️ CS221: Artificial Intelligence
▢️ CS229: Machine Learning
▢️ CS229M: Theory of Machine Learning
▢️ CS230: Deep Learning
▢️ CS234: Reinforcement Learning
▢️ CS224N: Natural Language Processing
▢️ CS231N: Deep Learning for Computer Vision
▢️ CME295: Large Language Models
▢️ CS236: Deep Generative Models
▢️ CS336: Modeling Language from Scratch

They cover the entire spectrum: classic ML, LLM, and generative models β€” with theory and practice.

tags: #python #ML #LLM #AI

➑ https://t.me/MachineLearning9
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πŸš€ Master Binary Classification with Neural Networks! 🧠✨

Ever wondered how to build a neural network from scratch in Python using NumPy? πŸπŸ“Š

Binary classification is at the heart of many machine learning applications. πŸŽ―πŸ€–

Our super-detailed guide walks you through the entire process step by step. πŸ“πŸ“š

πŸ’‘ Dive in and start building your own neural network today! πŸ—πŸ”₯
https://tinztwinshub.com/data-science/a-beginners-guide-to-developing-an-artificial-neural-network-from-zero/

#MachineLearning #NeuralNetworks #Python #DataScience #AI #Tech
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Forwarded from Data Analytics
Pandas vs Polars vs DuckDB: Which Library Should You Choose? πŸ€”πŸ“Š

pandas remains the default choice for notebooks, exploratory analysis, visualization, and machine learning workflows πŸ“πŸ“ˆ. Polars focus on fast, memory-efficient DataFrame processing βš‘πŸ’Ύ, while DuckDB brings a SQL-first approach for querying local files and embedded analytics πŸ—„οΈπŸ”.

Each tool fits a different kind of local data workflow πŸ› οΈ. In this article, we compare pandas, Polars, and DuckDB across performance, architecture, interoperability, and real-world use cases πŸ†πŸ”—.

More: https://www.analyticsvidhya.com/blog/2026/05/pandas-vs-polars-vs-duckdb/ πŸ”—

#DataScience #Pandas #Polars #DuckDB #Python #Analytics
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πŸ”– A huge open-source course on AI Engineering from scratch

In the repository, we've collected:
β€” 435 lessons;
β€” 320+ hours of content;
β€” Python, TypeScript, and Rust;
β€” AI agents, MCP servers, prompts, and AI skills.

Moreover, almost every lesson includes practical tasks, so this isn't just theory, but a full-fledged roadmap for AI Engineering. πŸš€

⛓️ Link to the repository
https://github.com/rohitg00/ai-engineering-from-scratch

#AI #MachineLearning #Python #Rust #OpenSource #Tech

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