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 LoRA Fine-Tuning On Your Apple Silicon MacBook

πŸ—‚ Category:

πŸ•’ Date: 2024-11-20 | ⏱️ Read time: 11 min read

Let’s Go Step-By-Step Fine-Tuning On Your MacBook
πŸ“Œ Water Cooler Small Talk: Why Does the Monty Hall Problem Still Bother Us?

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-20 | ⏱️ Read time: 10 min read

A look at the counterintuitive mathematics of game show puzzles
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πŸ“Œ Einstein Notation: A New Lens on Transformers

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-11-20 | ⏱️ Read time: 9 min read

Transforming the Math of the Transformer Model
πŸ“Œ Collision Risk in Hash-Based Surrogate Keys

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-11-20 | ⏱️ Read time: 14 min read

Various aspects and real-life analogies of the odds of having a hash collision when computing…
πŸ“Œ How to Answer Business Questions with Data

πŸ—‚ Category: BUSINESS

πŸ•’ Date: 2024-11-19 | ⏱️ Read time: 15 min read

Data analysis is the key to drive business decisions through answering abstract business questions but…
πŸ“Œ Third-Year Work Anniversary as a Data Scientist: Growth, Reflections and Acceptance

πŸ—‚ Category: CAREER ADVICE

πŸ•’ Date: 2024-11-19 | ⏱️ Read time: 8 min read

A letter to myself and fellow data scientists
πŸ“Œ Linear programming: Integer Linear Programming with Branch and Bound

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-19 | ⏱️ Read time: 11 min read

Part 4: Extending linear programming optimization to discrete decision variables
πŸ“Œ NLP Illustrated, Part 1: Text Encoding

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2024-11-19 | ⏱️ Read time: 10 min read

An illustrated guide to text-to-number translation, with code
πŸ“Œ The Root Cause of Why Organizations Fail With Data & AI

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-19 | ⏱️ Read time: 34 min read

A guide to be successful with the strategic groundwork required
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πŸ“Œ Multimodal Models – LLMs that can see and hear

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-11-19 | ⏱️ Read time: 10 min read

An introduction with example Python code
πŸ“Œ Dance between dense and sparse embeddings: Enabling Hybrid Search in LangChain-Milvus

πŸ—‚ Category:

πŸ•’ Date: 2024-11-19 | ⏱️ Read time: 7 min read

Dance Between Dense and Sparse Embeddings: Enabling Hybrid Search in LangChain-Milvus How to create and…
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πŸ“Œ Building a Local Voice Assistant with LLMs and Neural Networks on Your CPU Laptop

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-19 | ⏱️ Read time: 6 min read

A practical guide to run lightweight LLMs using python
πŸ“Œ The Metrics of Continual Learning

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-18 | ⏱️ Read time: 4 min read

These three metrics are commonly used
πŸ“Œ Increasing Transformer Model Efficiency Through Attention Layer Optimization

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-18 | ⏱️ Read time: 16 min read

How paying β€œbetter” attention can drive ML cost savings
πŸ“Œ Navigating Networks with NetworkX: A Short Guide to Graphs in Python

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-18 | ⏱️ Read time: 16 min read

Explore NetworkX for building, analyzing, and visualizing graphs in Python. Discovering Insights in Connected Data.
πŸ“Œ Creating a frontend for your ML application with Vercel V0

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-11-18 | ⏱️ Read time: 9 min read

Develop an appealing frontend application using v0 by Vercel
πŸ“Œ Data Validation with Pandera in Python

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-18 | ⏱️ Read time: 10 min read

Validating your Dataframes for Production ML Pipelines
πŸ“Œ From Local to Cloud: Estimating GPU Resources for Open-Source LLMs

πŸ—‚ Category:

πŸ•’ Date: 2024-11-18 | ⏱️ Read time: 4 min read

Estimating GPU memory for deploying the latest open-source LLMs
πŸ“Œ How to Reduce Python Runtime for Demanding Tasks

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-17 | ⏱️ Read time: 8 min read

Practical techniques to accelerate heavy workloads with GPU optimization in Python
πŸ“Œ Spoiler Alert: The Magic of RAG Does Not Come from AI

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-11-17 | ⏱️ Read time: 10 min read

Why retrieval, not generation, makes RAG systems magical
πŸ“Œ Exploring Music Transcription with Multi-Modal Language Models

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-17 | ⏱️ Read time: 21 min read

Using Qwen2-Audio to transcribe music into sheet music