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 The Forgotten Guiding Role of Data Modelling

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-08-21 | ⏱️ Read time: 12 min read

Getting to the bottom of what structuring your data responsibly really means
πŸ“Œ Leveraging Gemini-1.5-Pro-Latest for Smarter Eating

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-21 | ⏱️ Read time: 9 min read

Learn how to use Google’s Gemini-1.5-pro-latest model to develop a generative AI app for calorie…
πŸ“Œ How to Create Well-Styled Streamlit Dataframes, Part 2: using AgGrid

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-21 | ⏱️ Read time: 12 min read

The pandas Styler is cool. But AgGrid is way cooler. Make your Streamlit dataframes interactive…
πŸ“Œ Understanding the Limitations of ARIMA Forecasting

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-21 | ⏱️ Read time: 13 min read

A comparison between the SARIMA model and the Facebook Prophet model
πŸ“Œ Fine-Tune the Audio Spectrogram Transformer With Transformers

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-21 | ⏱️ Read time: 15 min read

Learn how to fine-tune the Audio Spectrogram Transformer model for audio classification of your own…
πŸ“Œ Creating a RAG Chatbot with Langflow and Astra DB

πŸ—‚ Category: NATURAL LANGUAGE PROCESSING

πŸ•’ Date: 2024-08-21 | ⏱️ Read time: 7 min read

A walkthrough on how to create a RAG chatbot using Langflow’s intuitive interface, integrating LLMs…
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πŸ“Œ 3 AI Use Cases (That Are Not a Chatbot)

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-08-21 | ⏱️ Read time: 7 min read

Feature engineering, structuring unstructured data, and lead scoring
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πŸ“Œ AWS DeepRacer : A Practical Guide to Reducing The Sim2Real Gap – Part 1

πŸ—‚ Category: ROBOTICS

πŸ•’ Date: 2024-08-21 | ⏱️ Read time: 10 min read

In this guide (which also happens to be my first Medium article), I will share…
πŸ“Œ What Do Large Language Models β€œUnderstand”?

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-21 | ⏱️ Read time: 31 min read

A deep dive on the meaning of understanding and how it applies to LLMs
πŸ“Œ Hands-on Time Series Anomaly Detection using Autoencoders, with Python

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-21 | ⏱️ Read time: 12 min read

Here’s how to use Autoencoders to detect signals with anomalies in a few lines of…
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πŸ“Œ How I Used ChatGPT to Land My Next Data Science Role

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-10-06 | ⏱️ Read time: 9 min read

Practical AI hacks for every stage of the job searchβ€Š β€” with real prompts and examples
πŸ“Œ How To Build Effective Technical Guardrails for AI Applications

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-10-06 | ⏱️ Read time: 13 min read

Exploring the most practical guardrails to implement at ground level
πŸ“Œ Plotly Dash β€” A Structured Framework for a Multi-Page Dashboard

πŸ—‚ Category: DATA VISUALIZATION

πŸ•’ Date: 2025-10-06 | ⏱️ Read time: 12 min read

An easy starting point for larger and more complicated Dash dashboards
πŸ“Œ How To Get A Data Science Graduate Scheme / Internship

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-20 | ⏱️ Read time: 8 min read

My advice for university and college students wanting to get into data science
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πŸ“Œ Integrating LLM Agents with LangChain into VICA

πŸ—‚ Category:

πŸ•’ Date: 2024-08-20 | ⏱️ Read time: 17 min read

Learn how we use LLM Agents to improve and customise transactions in a chatbot!
πŸ“Œ Solving a Constrained Project Scheduling Problem with Quantum Annealing

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-20 | ⏱️ Read time: 29 min read

Solving the resource constrained project scheduling problem (RCPSP) with D-Wave’s hybrid constrained quadratic model (CQM)
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πŸ“Œ Implementing Convolutional Neural Networks in TensorFlow

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-20 | ⏱️ Read time: 6 min read

Step-by-step code guide to building a Convolutional Neural Network
πŸ“Œ How to Forecast Hierarchical Time Series

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-20 | ⏱️ Read time: 13 min read

A beginner’s guide to forecast reconciliation
πŸ“Œ ChatGPT vs. Claude vs. Gemini for Data Analysis (Part 2): Who’s the Best at EDA?

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-20 | ⏱️ Read time: 14 min read

Five criteria to compare ChatGPT, Claude, and Gemini in tackling Exploratory Data Analysis
πŸ“Œ Distance Metric Learning for Outlier Detection

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-20 | ⏱️ Read time: 23 min read

An outlier detection method that determines a relevant distance metric between records