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ML Fundamentals
Neural networks, backpropagation, gradient descent — the maths behind AI
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Showing 1,239 reads from curated sources

Medium · Programming
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Stop Treating Randomness as a Black Box in Java
In software development, we often treat randomness as a black box. We call a method, get a value, and move on. However, in the Java… Continue reading on Medium

Hackernoon
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Integrating Core ML Models in Production iOS Apps
Production Core ML deployment needs more than dragging a model into Xcode. This article covers 5 battle-tested patterns: ML service abstraction, lazy model load

Dev.to · CHITTIPROLU DAKSHAYANI
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Machine Learning Driven Crop Yield Prediction with NLP-Based Insight
Machine Learning Driven Crop Yield Prediction with NLP-Based Insight is a smart agriculture system....

Dev.to · Gabriel Anhaia
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Tokenizer-Aware Markdown Chunking That Doesn't Shred Tables
Why fixed 512-token splits cut tables in half, and a Python splitter that respects H2/H3, paragraphs, and sentences with a soft token budget.

Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Evaluating Word2Vec Performance in Real-World NLP Tasks
Course : Natural Language Processing and Cognitive Computing Continue reading on Medium »

Medium · Data Science
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Evaluating Word2Vec Performance in Real-World NLP Tasks
Course : Natural Language Processing and Cognitive Computing Continue reading on Medium »
AWS Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Build and deploy an automatic sync solution for Amazon Bedrock Knowledge Bases
In this post, we explore an automated solution that detects S3 events and triggers ingestion jobs while respecting service quotas and providing comprehensive mo
Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
The Future of Artificial Intelligence: How Machine Learning is Transforming the World
Artificial Intelligence (AI) is no longer just a concept of the future; it is already shaping the present. Continue reading on Medium »

Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Confidence Scores: Helpful Signal or Hidden Policy?
Confidence thresholds look harmless — right up until they decide what gets ignored. Continue reading on Medium »

Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Inside the ML Engine: How AI Learns
ML100 — Blog 2: A guide to moving from a “passive passenger” to an “informed operator” of Machine Learning. Continue reading on Medium »

Dev.to · Charles Wu
📐 ML Fundamentals
⚡ AI Lesson
2w ago
My AI Database Just Got Production-Ready: 3 Features That Changed Everything
seekdb 1.2.0 isn’t just another version bump. It’s the difference between “cool prototype”...

Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
How I Forecast Financial Markets
The Guide to my Forecasting Methodology With Chart Examples Continue reading on Medium »
Dev.to AI
📐 ML Fundamentals
⚡ AI Lesson
2w ago
How to Implement AI Demand Forecasting: A Step-by-Step Tutorial
From Data to Predictions Building an effective demand forecasting system might seem daunting, but breaking it down into manageable steps makes the process appro
Dev.to AI
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Speaker Diarization Explained: How AI Knows Who Said What
Speaker diarization is the part of the pipeline that answers one simple question: who spoke when? If you work with meetings, interviews, podcasts, sales calls,

Medium · Deep Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
I built a Bitcoin price forecasting model that achieves 0.55% error, here is everything I learned
A full walkthrough of training a stacked LSTM on 2 million minutes of Coinbase data, the mistakes that cost me hours and hours, and how I… Continue reading on M
Medium · Data Science
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Constrained Optimization with PuLP: A Practical Guide for Data Scientists
Ever wonder how a logistics company decides which of its 500 trucks takes which 50 packages? Continue reading on Medium »
Medium · Python
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Constrained Optimization with PuLP: A Practical Guide for Data Scientists
Ever wonder how a logistics company decides which of its 500 trucks takes which 50 packages? Continue reading on Medium »

Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Spam Detection with Machine Learning
In my previous article, “A Practical Guide to Understanding Phishing, Analyzing Suspicious Emails, and Responding to Incidents,” I walked… Continue reading on M
Dev.to AI
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Searching Billions in Seconds: How HNSW Solved the Scale Problem
We have a massive problem with how computers find things. If you have a few hundred photos on your phone, you can find one instantly, but trying to find one spe

Medium · AI
📐 ML Fundamentals
⚡ AI Lesson
2w ago
How to choose AI ML master’s program?
AI and Machine Learning are everywhere right now. Starting from Netflix recommendations to self-driving cars, each and everything is… Continue reading on Medium

Medium · Programming
📐 ML Fundamentals
⚡ AI Lesson
2w ago
How Universities Schedule Exams Without Conflicts
Graph Coloring and Greedy Algorithms — the quiet mathematics that ensures no student ever sits two exams at once. Continue reading on Medium »

Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Unsupervised Learning
Unsupervised learning is one of the fundamental methods used in machine learning. In this article, I will explain what unsupervised… Continue reading on Medium
ArXiv cs.AI
📐 ML Fundamentals
📄 Paper
⚡ AI Lesson
2w ago
CognitiveTwin: Robust Multi-Modal Digital Twins for Predicting Cognitive Decline in Alzheimer's Disease
arXiv:2604.22428v1 Announce Type: new Abstract: Predicting individual cognitive decline in Alzheimer's disease (AD) is difficult due to the heterogeneity of dis

Medium · AI
📐 ML Fundamentals
⚡ AI Lesson
2w ago
The Machine Learning Cheatsheet: Every Algorithm You Need to Know, Explained
Continue reading on Medium »

Medium · Data Science
📐 ML Fundamentals
⚡ AI Lesson
2w ago
The Machine Learning Cheatsheet: Every Algorithm You Need to Know, Explained
Continue reading on Medium »

Medium · Programming
📐 ML Fundamentals
⚡ AI Lesson
2w ago
The Machine Learning Cheatsheet: Every Algorithm You Need to Know, Explained
Continue reading on Medium »

Medium · Data Science
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Every AI You’ve Ever Used Ran This Loop Millions of Times
Trillion-dollar AI. One humble loop. Here’s exactly how it works. Continue reading on Medium »

Medium · AI
📐 ML Fundamentals
⚡ AI Lesson
2w ago
There Are No Rules Inside a Trained AI
How neural networks learn: backpropagation, decision boundaries, and why AI doesn’t store rules Continue reading on Towards AI »

Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
There Are No Rules Inside a Trained AI
How neural networks learn: backpropagation, decision boundaries, and why AI doesn’t store rules Continue reading on Towards AI »

Medium · Data Science
📐 ML Fundamentals
⚡ AI Lesson
2w ago
There Are No Rules Inside a Trained AI
How neural networks learn: backpropagation, decision boundaries, and why AI doesn’t store rules Continue reading on Towards AI »

Medium · Deep Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
There Are No Rules Inside a Trained AI
How neural networks learn: backpropagation, decision boundaries, and why AI doesn’t store rules Continue reading on Towards AI »
Medium · Programming
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Programação Competitiva: o que é, onde estudar e como começar
conceito, competições, grandes nomes e onde estudar Continue reading on Medium »

Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
How Bees Solve Math Problems Better Than Most Algorithms
What if the most elegant solution to a complex optimization problem was hiding inside a beehive? Continue reading on Medium »

Medium · Data Science
📐 ML Fundamentals
⚡ AI Lesson
2w ago
How Bees Solve Math Problems Better Than Most Algorithms
What if the most elegant solution to a complex optimization problem was hiding inside a beehive? Continue reading on Medium »

Medium · Python
📐 ML Fundamentals
⚡ AI Lesson
2w ago
How Bees Solve Math Problems Better Than Most Algorithms
What if the most elegant solution to a complex optimization problem was hiding inside a beehive? Continue reading on Medium »
Dev.to AI
📐 ML Fundamentals
⚡ AI Lesson
2w ago
“Using R and Python Together with reticulate: A Practical Guide for Data Workflows”
R and Python are often treated as two separate worlds. R is loved for statistics, reporting, and tidy data workflows. Python dominates machine learning, automat

Dev.to · Gary Jackson
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Chapter 7: The Training Loop and Adam Optimiser
Assemble a full training loop: forward, loss, backward, and Adam parameter updates with momentum, adaptive scaling, and learning rate decay.
Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
From Preventable Readmissions to Sustainable Insurance Costs: A Hypothetical ML Case Study
This is an illustrative case study for educational purposes. The hospital name and financial figures are hypothetical. Hospital payment… Continue reading on Tow
Medium · Data Science
📐 ML Fundamentals
⚡ AI Lesson
2w ago
From Preventable Readmissions to Sustainable Insurance Costs: A Hypothetical ML Case Study
This is an illustrative case study for educational purposes. The hospital name and financial figures are hypothetical. Hospital payment… Continue reading on Tow

Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Solving the Schrödinger Equation with PyTorch: A Guide to Quantum PINNs
If you work in Machine Learning, you are used to the standard paradigm: gather a massive dataset (X_train, y_train), feed it into a neural… Continue reading on

Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
ART: A Faster Way to Train Speech Recognition Models
How residual learning and CTC alignment can accelerate RNN-Transducer training. Continue reading on Medium »

Medium · Deep Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
ART: A Faster Way to Train Speech Recognition Models
How residual learning and CTC alignment can accelerate RNN-Transducer training. Continue reading on Medium »

Medium · Programming
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Go Öğrenme Günlüğü — Gün 3
Go öğrenirken en kritik kırılma noktalarından biri şudur: Continue reading on Medium »
Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
The Model/AI solution Evaluation: MAE vs. RMSE
In the world of Artificial Intelligence and Machine Learning, we often obsess over building the “perfect” model. We tweak hyperparameters… Continue reading on M

Medium · AI
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Model Training: Seni Menunggu dan Berharap
Usai pelatihan berjam-jam, ada kalanya model masih terasa underfitting. Tidak ada hasil yang instan; semua butuh proses. Continue reading on Medium »
Medium · Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Customer Churn Prediction A Step-by-Step Machine Learning Guide
A simple breakdown of the Classification workflow for Retail & Business Continue reading on Medium »

Medium · AI
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Link Regression with Graph Convolutional Neural Networks in PyTorch Geometric (2/3)
Graph Convolution Operation Continue reading on Medium »
Medium · Data Science
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Data: The Fuel That Runs the AI Engine
No data, no intelligence. It’s really that simple (and that complicated). Continue reading on Medium »
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