Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

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Probabilistic Graphical Models 2: Inference
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📐 ML Fundamentals
Probabilistic Graphical Models 2: Inference
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MLOps Tools: MLflow and Hugging Face
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📐 ML Fundamentals
MLOps Tools: MLflow and Hugging Face
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Understand and Apply AI Fundamentals with AWS
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📐 ML Fundamentals
Understand and Apply AI Fundamentals with AWS
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K-Means Clustering 101: World Happiness Report
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📐 ML Fundamentals
K-Means Clustering 101: World Happiness Report
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Physics of Oscillators and Waves
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📐 ML Fundamentals
Physics of Oscillators and Waves
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AI and Public Health
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📐 ML Fundamentals
AI and Public Health
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Supervised Machine Learning: Classification
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📐 ML Fundamentals
Supervised Machine Learning: Classification
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Machine Learning with R
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📐 ML Fundamentals
Machine Learning with R
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Debug Neural Networks: Analyze Training Dynamics
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📐 ML Fundamentals
Debug Neural Networks: Analyze Training Dynamics
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Linear Regression with Python
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📐 ML Fundamentals
Linear Regression with Python
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Build Better Generative Adversarial Networks (GANs)
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📐 ML Fundamentals
Build Better Generative Adversarial Networks (GANs)
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Linear Algebra for ML and Analytics Training
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📐 ML Fundamentals
Linear Algebra for ML and Analytics Training
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NumPy, Matplotlib & Pandas – Data Science Prerequisites
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📐 ML Fundamentals
NumPy, Matplotlib & Pandas – Data Science Prerequisites
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Build Robust Java ML Models with Entropy
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📐 ML Fundamentals
Build Robust Java ML Models with Entropy
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Data Analytics and Machine Learning for Big Data
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📐 ML Fundamentals
Data Analytics and Machine Learning for Big Data
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Pneumonia Classification using PyTorch
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📐 ML Fundamentals
Pneumonia Classification using PyTorch
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Precalculus: Periodic Functions
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📐 ML Fundamentals
Precalculus: Periodic Functions
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Physics 102 - Electric Charges and Fields
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📐 ML Fundamentals
Physics 102 - Electric Charges and Fields
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Follow a Machine Learning Workflow
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📐 ML Fundamentals
Follow a Machine Learning Workflow
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Pre-Calculus
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📐 ML Fundamentals
Pre-Calculus
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Principles of Data Science
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📐 ML Fundamentals
Principles of Data Science
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Exam Prep AIF-C01: AWS Certified AI Practitioner
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📐 ML Fundamentals
Exam Prep AIF-C01: AWS Certified AI Practitioner
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Introduction to Statistics & Data Analysis in Public Health
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📐 ML Fundamentals
Introduction to Statistics & Data Analysis in Public Health
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Machine Learning in the Enterprise
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📐 ML Fundamentals
Machine Learning in the Enterprise
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