Machine Learning
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Machine learning insights, practical tutorials, and clear explanations for beginners and aspiring data scientists. Follow the channel for models, algorithms, coding guides, and real-world ML applications.

Admin: @HusseinSheikho || @Hussein_Sheikho
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๐Ÿ“Œ The Secret Inner Lives of AI Agents: Understanding How Evolving AI Behavior Impacts Business Risks

๐Ÿ—‚ Category: ARTIFICIAL INTELLIGENCE

๐Ÿ•’ Date: 2025-04-29 | โฑ๏ธ Read time: 18 min read

Part 2 in a series on rethinking AI alignment and safety in the age ofโ€ฆ
๐Ÿ“Œ If I Wanted to Become a Machine Learning Engineer, Iโ€™d Do This

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-04-28 | โฑ๏ธ Read time: 8 min read

My advice to becoming a machine learning engineer
Forwarded from PyData Careers
ุญูˆู‘ู„ ููƒุฑุชูƒ ุฅู„ู‰ ู…ุดุฑูˆุน ู†ุงุฌุญ ู…ุน ‎#ุณู‡ูˆู„ ๐Ÿš€
ู…ู†ุตู‘ุฉ ุนุฑุจูŠุฉ ู…ุชูƒุงู…ู„ุฉ ู„ุฅุฏุงุฑุฉ ุงู„ู…ุดุงุฑูŠุน ุชุนุชู…ุฏ ุนู„ู‰ ุงู„ุฐูƒุงุก ุงู„ุงุตุทู†ุงุนูŠุŒ ู„ุชู†ุธูŠู… ู…ู‡ุงู…ูƒ ูˆูุฑูŠู‚ูƒ ุจุณู‡ูˆู„ุฉ ูˆู…ุฑูˆู†ุฉ.
ุฌุฑู‘ุจ ุงู„ู†ุณุฎุฉ ุงู„ุชุฌุฑูŠุจูŠุฉ ุงู„ุขู† ู…ุฌุงู†ุงู‹ ุนู„ู‰: suhol.ai

ู„ู„ุงุณุชูุณุงุฑุงุช ู…ุฌู…ูˆุนุฉ ุณู‡ูˆู„ ุนู„ู‰ ุชูŠู„ูŠุฌุฑุงู…: @suhol_ai

#ุฅุฏุงุฑุฉ_ุงู„ู…ุดุงุฑูŠุน#ุฐูƒุงุก_ุงุตุทู†ุงุนูŠ#kanban#ู…ุดุงุฑูŠุน#ุชุทูˆูŠุฑ
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๐Ÿ“Œ How to Ensure Your AI Solution Does What You Expect iI to Do

๐Ÿ—‚ Category: ARTIFICIAL INTELLIGENCE

๐Ÿ•’ Date: 2025-04-28 | โฑ๏ธ Read time: 10 min read

A Kind Introduction to AI Evals
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๐Ÿ“Œ Fighting Back Against Attacks in Federated Learning

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-09-10 | โฑ๏ธ Read time: 8 min read

Lessons from a multi-node simulator
๐Ÿ“Œ When A Difference Actually Makes A Difference

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-09-10 | โฑ๏ธ Read time: 10 min read

Bite-Sized Analytics for Business Decision-Makers (1)
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๐Ÿ“Œ Why Task-Based Evaluations Matter

๐Ÿ—‚ Category: ARTIFICIAL INTELLIGENCE

๐Ÿ•’ Date: 2025-09-10 | โฑ๏ธ Read time: 4 min read

This article is adapted from a lecture series I gave at Deeplearn 2025: From Prototypeโ€ฆ
๐Ÿ“Œ How to Build an AI Budget-Planning Optimizer for Your 2026 CAPEX Review: LangGraph, FastAPI, and n8n

๐Ÿ—‚ Category: ARTIFICIAL INTELLIGENCE

๐Ÿ•’ Date: 2025-09-10 | โฑ๏ธ Read time: 20 min read

Email โ†’ n8n โ†’ LangGraph โ†’ FastAPI: turning budget requests into optimised CAPEX portfolios thatโ€ฆ
๐Ÿ“Œ Struggling to Land a Data Role in 2025? These 5 Tips Will Change That

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-04-28 | โฑ๏ธ Read time: 7 min read

Your dream data job isnโ€™t ghosting youโ€”you just need to search smart.
โค1
๐Ÿ“Œ NumExpr: The โ€œFaster than Numpyโ€ Library Most Data Scientists Have Never Used

๐Ÿ—‚ Category: PROGRAMMING

๐Ÿ•’ Date: 2025-04-28 | โฑ๏ธ Read time: 8 min read

A comparative performance test with NumPy
๐Ÿ“Œ When OpenAI Isnโ€™t Always the Answer: Enterprise Risks Behind Wrapper-Based AI Agents

๐Ÿ—‚ Category: ARTIFICIAL INTELLIGENCE

๐Ÿ•’ Date: 2025-04-28 | โฑ๏ธ Read time: 8 min read

Data privacy, compliance, and trust gaps in todayโ€™s AI agent integrations
๐Ÿ“Œ Adding Training Noise To Improve Detections In Transformers

๐Ÿ—‚ Category: DEEP LEARNING

๐Ÿ•’ Date: 2025-04-28 | โฑ๏ธ Read time: 8 min read

Denoising, explained
๐Ÿ“Œ Hands-on Multi Agent LLM Restaurant Simulation, with Python and OpenAI

๐Ÿ—‚ Category: LARGE LANGUAGE MODELS

๐Ÿ•’ Date: 2025-04-28 | โฑ๏ธ Read time: 12 min read

This is how I used Large Language Models Agents to simulate an end-to-end restaurant process,โ€ฆ
๐Ÿ“Œ A Step-By-Step Guide To Powering Your Application With LLMs

๐Ÿ—‚ Category: LARGE LANGUAGE MODELS

๐Ÿ•’ Date: 2025-04-25 | โฑ๏ธ Read time: 8 min read

Explore a hands-on guide to integrating large language models into real-world apps, not just readโ€ฆ
๐Ÿ“Œ Behind the Magic: How Tensors Drive Transformers

๐Ÿ—‚ Category: LARGE LANGUAGE MODELS

๐Ÿ•’ Date: 2025-04-25 | โฑ๏ธ Read time: 4 min read

The workflow Of tensors Inside Transformers
๐Ÿ“Œ LLM Evaluations: from Prototype to Production

๐Ÿ—‚ Category: ARTIFICIAL INTELLIGENCE

๐Ÿ•’ Date: 2025-04-25 | โฑ๏ธ Read time: 30 min read

How to monitor the quality of your LLM product
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๐Ÿ“Œ AWS: Deploying a FastAPI App on EC2 in Minutes

๐Ÿ—‚ Category: DATA ENGINEERING

๐Ÿ•’ Date: 2025-04-24 | โฑ๏ธ Read time: 5 min read

From zero to EC2: easy steps to launching an AWS Instance
๐Ÿ“Œ Government Funding Graph RAG

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-04-24 | โฑ๏ธ Read time: 19 min read

Graph visualisation for UK Research and Innovation (UKRI) funding, including NetworkX, PyVis and LlamaIndex graphโ€ฆ
๐Ÿ“Œ How to Integrate AI into Complex Workflows

๐Ÿ—‚ Category: THE VARIABLE

๐Ÿ•’ Date: 2025-04-24 | โฑ๏ธ Read time: 3 min read

This week, we focus on the nitty-gritty details of integrating AI workflows into new contexts.
๐Ÿ“Œ Choose the Right One: Evaluating Topic Models for Business Intelligence

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-04-24 | โฑ๏ธ Read time: 11 min read

Python tutorial for evaluating top-notch bigram topic models in customer email classification
๐Ÿ“Œ Predicting the NBA Champion with Machine Learning

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-04-24 | โฑ๏ธ Read time: 10 min read

Building a machine learning model to predict the NBA Champion and analyze the most impactfulโ€ฆ