Machine Learning Fundamentals Series' Articles

Dev Patel

May 30 '25

Python: Your Gateway to the World of Machine Learning

#machinelearning #python #datascience #ai

1

3 min read

Dev Patel

May 31 '25

Unleashing the Power of NumPy: Your Introduction to Numerical Computing in Python

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4 min read

Dev Patel

Jun 1 '25

Taming Your Data with Pandas: An Introduction to Data Manipulation in Python

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3 min read

Dev Patel

Jun 2 '25

Linear Algebra for Machine Learning: A Practical Guide

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3 min read

Dev Patel

Jun 3 '25

Decoding Calculus: The Secret Sauce of Machine Learning

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3 min read

Dev Patel

Jun 4 '25

The Unsung Heroes of Machine Learning: Probability and Statistics

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2

3 min read

Dev Patel

Jun 5 '25

The Unsung Hero of Progress: Understanding Data Collection and its Many Types

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3 min read

Dev Patel

Jun 6 '25

The Unsung Hero of Data Science: Cleaning and Preprocessing Your Raw Data

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3 min read

Dev Patel

Jun 7 '25

The Secret Sauce of Machine Learning: Unlocking the Power of Feature Engineering

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1

3 min read

Dev Patel

Jun 8 '25

Decoding the World: An Introduction to Machine Learning Paradigms

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3 min read

Dev Patel

Jun 10 '25

Predicting the Future: An Introduction to Supervised Learning: Regression

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9

5

3 min read

Dev Patel

Jun 10 '25

Sorting the Mail: An Introduction to Supervised Learning: Classification

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1

2

3 min read

Dev Patel

Jun 11 '25

Unsupervised Learning: Unveiling Hidden Patterns Through Clustering

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1

3 min read

Dev Patel

Jun 12 '25

Navigating the High-Dimensional Jungle: An Introduction to Unsupervised Dimensionality Reduction

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1

4 min read

Dev Patel

Jun 14 '25

Building a Better Predictor: Understanding Model Evaluation and Improvement

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1

3 min read

Dev Patel

Jun 15 '25

Decoding the Brain: An Introduction to Neural Networks

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12

3

3 min read

Dev Patel

Jun 16 '25

Finding the Best Fit: Understanding Loss Functions and Optimization

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2

1

3 min read

Dev Patel

Jun 17 '25

Unveiling the Magic Behind Machine Learning: Understanding Backpropagation

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1

3 min read

Dev Patel

Jun 18 '25

Unveiling the Power of Simple Networks: Understanding Feedforward Neural Networks

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1

3 min read

Dev Patel

Jun 19 '25

Seeing Like a Machine: Understanding Convolutional Neural Networks (CNNs)

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3 min read

Dev Patel

Jun 20 '25

Unfolding the Future: Understanding Recurrent Neural Networks

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1

3 min read

Dev Patel

Jun 21 '25

Unlocking the Power of Memory: LSTMs and GRUs in the Age of AI

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3 min read

Dev Patel

Jun 22 '25

Decoding the Magic: Transformers and the Attention Mechanism

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3 min read

Dev Patel

Jun 23 '25

Deep Learning Frameworks: The Building Blocks of Artificial Intelligence's Future

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3 min read

Dev Patel

Jun 24 '25

Transfer Learning & Fine-Tuning: Leveraging Pre-trained Knowledge for Smarter AI

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2

3 min read

Dev Patel

Jun 25 '25

The Art of Deception: Understanding Generative Adversarial Networks (GANs)

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2

3 min read

Dev Patel

Jun 26 '25

Unveiling the Magic of Variational Autoencoders: Learning to Generate from Data

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4

1

3 min read

Dev Patel

Jun 27 '25

Decoding the Human Language: An Introduction to Natural Language Processing (NLP) Fundamentals

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3 min read

Dev Patel

Jun 29 '25

Unlocking the Power of Words: Key Applications of Natural Language Processing

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3 min read

Dev Patel

Jun 30 '25

Seeing Like a Machine: Understanding Computer Vision Fundamentals and Applications

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3 min read

Dev Patel

Jul 1 '25

From Words to Worlds: Understanding Generative AI's Text-to-Image Revolution

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3 min read

Dev Patel

Jul 2 '25

The Rise of the Machines That Think (Sort Of): Understanding Large Language Models

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1

3 min read

Dev Patel

Jul 4 '25

Beyond Chatbots: Exploring the World of Advanced LLM Applications

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1

3 min read

Dev Patel

Jul 5 '25

MLOps: Bridging the Gap Between Machine Learning Models and Real-World Applications

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3 min read

Dev Patel

Jul 6 '25

From Lab to Life: Understanding Model Deployment in the Age of AI

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3 min read

Dev Patel

Jul 7 '25

Keeping Your AI in Check: The Importance of Model Monitoring and Versioning

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1

3 min read

Dev Patel

Jul 8 '25

Building ML Pipelines: Streamlining the Path to Intelligent Applications

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1

3 min read

Dev Patel

Jul 12 '25

The Cloud: Powering the Next Generation of Artificial Intelligence

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3 min read

Dev Patel

Jul 13 '25

From Shipping Containers to Software: Understanding Docker and Kubernetes

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3 min read

Dev Patel

Jul 14 '25

The Moral Compass of Machines: Ethical AI & Responsible Development

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1

3 min read