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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πŸ“Œ Struggling to Land a Data Role in 2025? These 5 Tips Will Change That

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-04-28 | ⏱️ Read time: 7 min read

Your dream data job isn’t ghosting youβ€”you just need to search smart.
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πŸ“Œ NumExpr: The β€œFaster than Numpy” Library Most Data Scientists Have Never Used

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-04-28 | ⏱️ Read time: 8 min read

A comparative performance test with NumPy
πŸ“Œ When OpenAI Isn’t Always the Answer: Enterprise Risks Behind Wrapper-Based AI Agents

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-04-28 | ⏱️ Read time: 8 min read

Data privacy, compliance, and trust gaps in today’s AI agent integrations
πŸ“Œ Adding Training Noise To Improve Detections In Transformers

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2025-04-28 | ⏱️ Read time: 8 min read

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

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-04-28 | ⏱️ Read time: 12 min read

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

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-04-25 | ⏱️ Read time: 8 min read

Explore a hands-on guide to integrating large language models into real-world apps, not just read…
πŸ“Œ Behind the Magic: How Tensors Drive Transformers

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-04-25 | ⏱️ Read time: 4 min read

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

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-04-25 | ⏱️ Read time: 30 min read

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

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2025-04-24 | ⏱️ Read time: 5 min read

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

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-04-24 | ⏱️ Read time: 19 min read

Graph visualisation for UK Research and Innovation (UKRI) funding, including NetworkX, PyVis and LlamaIndex graph…
πŸ“Œ How to Integrate AI into Complex Workflows

πŸ—‚ Category: THE VARIABLE

πŸ•’ Date: 2025-04-24 | ⏱️ Read time: 3 min read

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

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-04-24 | ⏱️ Read time: 11 min read

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

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-04-24 | ⏱️ Read time: 10 min read

Building a machine learning model to predict the NBA Champion and analyze the most impactful…
πŸ“Œ Exporting MLflow Experiments from Restricted HPC Systems

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2025-04-23 | ⏱️ Read time: 4 min read

A workaround method that bypasses direct communication
πŸ“Œ How to Benchmark DeepSeek-R1 Distilled Models on GPQA Using Ollama and OpenAI’s simple-evals

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-04-23 | ⏱️ Read time: 12 min read

Set up and run the GPQA-Diamond benchmark on DeepSeek-R1’s distilled models locally to evaluate its…
πŸ“Œ Why Most Cyber Risk Models Fail Before They Begin

πŸ—‚ Category: CYBERSECURITY

πŸ•’ Date: 2025-04-23 | ⏱️ Read time: 5 min read

The case for quantitative thinking in cyber risk
πŸ“Œ Data Science: From School to Work, Part IV

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-04-23 | ⏱️ Read time: 17 min read

Good practices for testing your Python projects
πŸ“Œ Explained: How Does L1 Regularization Perform Feature Selection?

πŸ—‚ Category: MATHEMATICS

πŸ•’ Date: 2025-04-22 | ⏱️ Read time: 8 min read

Understanding automatic feature-selection performed by L1 (LASSO) Regularization
πŸ“Œ Enterprise AI: From Build-or-Buy to Partner-and-Grow

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-04-22 | ⏱️ Read time: 18 min read

How can you get started, and who should implement your first AI projects?
πŸ“Œ How to Get Performance Data from Power BI with DAX Studio

πŸ—‚ Category: DATA ANALYSIS

πŸ•’ Date: 2025-04-22 | ⏱️ Read time: 10 min read

Sometimes we have a slow Report, and we need to figure out why. I will…
πŸ“Œ Is Your Training Data Representative? A Guide to Checking with PSI in Python

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-09-10 | ⏱️ Read time: 22 min read

Comparing Variable Distributions Between Two Datasets Using Population Stability Index (PSI) and CramΓ©r’s V.
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