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Welcome to Deep Knowledge – your go-to channel for mastering AI, machine learning, DevOps, and Azure cloud. Welcome to Deep Knowledge – your go-to hub for ma...

最近の動画

🔥 Boost Code Quality with Pre Commit Hooks + Poetry 🚀 Python Dev Tips 16:30

🔥 Boost Code Quality with Pre Commit Hooks + Poetry 🚀 Python Dev Tips

Python Dependency Management with Poetry 🐍  Beginner to Pro Masterclass 2025 19:52

Python Dependency Management with Poetry 🐍 Beginner to Pro Masterclass 2025

🚀 Install Python & Essential Tools on Windows Using pyenv  Beginner to Pro Tutorial 11:51

🚀 Install Python & Essential Tools on Windows Using pyenv Beginner to Pro Tutorial

What is Computer Vision Why Python is the Ultimate Tool 7:00

What is Computer Vision Why Python is the Ultimate Tool

Python for Computer Vision Course: Build Your Own Image Toolkit from Scratch 8:46

Python for Computer Vision Course: Build Your Own Image Toolkit from Scratch

🚀 Part 2 Machine Learning Full Course for Beginners to Pros  Intuitive ML Explained with Python 2:15:31

🚀 Part 2 Machine Learning Full Course for Beginners to Pros Intuitive ML Explained with Python

🚀 Part 1 Machine Learning Full Course for Beginners to Pros  Intuitive ML Explained with Python 11:16:35

🚀 Part 1 Machine Learning Full Course for Beginners to Pros Intuitive ML Explained with Python

🚀 Machine Learning Full Course for Beginners to Pros  Intuitive ML Explained with Python & Numerica 13:31

🚀 Machine Learning Full Course for Beginners to Pros Intuitive ML Explained with Python & Numerica

Customer Segmentation Made Easy 💥 KMeans, DBSCAN, GMM Clustering Tutorial in Python 🐍  Machine Lea 9:28

Customer Segmentation Made Easy 💥 KMeans, DBSCAN, GMM Clustering Tutorial in Python 🐍 Machine Lea

📧 Build a Spam Email Detector App in Python  Streamlit + XGBoost 🔥 7:13

📧 Build a Spam Email Detector App in Python Streamlit + XGBoost 🔥

Detect Spam Emails Like a Pro with XGBoost ⚡  Python Machine Learning Project for Beginners 8:09

Detect Spam Emails Like a Pro with XGBoost ⚡ Python Machine Learning Project for Beginners

Interactive House Price Predictor Built with Streamlit 13:43

Interactive House Price Predictor Built with Streamlit

Skip Connections in ResNet Explained Visually 🚀  Beginner to Pro Deep Learning Animation 0:54

Skip Connections in ResNet Explained Visually 🚀 Beginner to Pro Deep Learning Animation

Predict House Prices Like a Pro 💻📈 XGBoost for Beginners & Experts  Machine Learning Project 39:03

Predict House Prices Like a Pro 💻📈 XGBoost for Beginners & Experts Machine Learning Project

Build ResNet 18 from Scratch in PyTorch 🧠  Beginner Friendly Deep Learning Tutorial 39:33

Build ResNet 18 from Scratch in PyTorch 🧠 Beginner Friendly Deep Learning Tutorial

🚀 ResNet18 Explained Simply Skip Connections, Residuals & Intuition 18:24

🚀 ResNet18 Explained Simply Skip Connections, Residuals & Intuition

How Does 1x1 Convolution Save Computation? | Deep Learning Trick 🚀 6:58

How Does 1x1 Convolution Save Computation? | Deep Learning Trick 🚀

Convolution Explained Visually 🎯  Beginners to Pros  CNNs, Feature Maps & Filters Simplified 0:38

Convolution Explained Visually 🎯 Beginners to Pros CNNs, Feature Maps & Filters Simplified

How to Extract Features from ResNet18 Layers | Step-by-Step Deep Learning Guide 34:34

How to Extract Features from ResNet18 Layers | Step-by-Step Deep Learning Guide

Transfer Learning in PyTorch Explained Step by Step 🚀  Beginner to Pro in One Video 37:37

Transfer Learning in PyTorch Explained Step by Step 🚀 Beginner to Pro in One Video

Layer Normalization EXPLAINED with Animation 1:23

Layer Normalization EXPLAINED with Animation

Layer Normalization 🔍 Explained Simply But Deeply! 7:52

Layer Normalization 🔍 Explained Simply But Deeply!

Batch Normalization Explained with Animations No Sound 1:19

Batch Normalization Explained with Animations No Sound

How Batch Normalization Makes Your Neural Networks Stronger and Faster 16:46

How Batch Normalization Makes Your Neural Networks Stronger and Faster

Why Is Dropout So Important in Deep Learning 0:39

Why Is Dropout So Important in Deep Learning

Training VGG16 with PyTorch From Zero to Hero Part 2 32:56

Training VGG16 with PyTorch From Zero to Hero Part 2

VGG16 Explained with PyTorch From Zero to Hero With PyTorch (part 1) 42:42

VGG16 Explained with PyTorch From Zero to Hero With PyTorch (part 1)

What Are Activation Functions, and Why Are They the Heart of Neural Networks 7:22

What Are Activation Functions, and Why Are They the Heart of Neural Networks

Why Every CNN Needs Pooling Layers (Quick Guide) 8:07

Why Every CNN Needs Pooling Layers (Quick Guide)

❓ Grayscale vs RGB: How Do They Affect CNN Parameters? (You Won’t Believe the Answer!) 8:49

❓ Grayscale vs RGB: How Do They Affect CNN Parameters? (You Won’t Believe the Answer!)

Why Does Everyone Mess Up CNN Output Calculations? Watch to Avoid It!  #cnn 1:22

Why Does Everyone Mess Up CNN Output Calculations? Watch to Avoid It! #cnn

How CNN Filters Really Work 🧠  Deep Learning Made Simple 7:44

How CNN Filters Really Work 🧠 Deep Learning Made Simple

L1 vs L2 Regularization 💡 Which One Saves Your Model #machinelearning #Regularization 2:07

L1 vs L2 Regularization 💡 Which One Saves Your Model #machinelearning #Regularization

Accuracy Is Lying! Why F1, Precision & Recall Matter More #machinelearning #MachineLearningExplained 2:06

Accuracy Is Lying! Why F1, Precision & Recall Matter More #machinelearning #MachineLearningExplained

How Convolutional Layers Work  Simple & Clear with Animations 22:20

How Convolutional Layers Work Simple & Clear with Animations

Why Your AI Model Fails Overfitting & Underfitting in 60 Sec #machinelearning #overfitting 1:18

Why Your AI Model Fails Overfitting & Underfitting in 60 Sec #machinelearning #overfitting

Unsupervised Learning Explained in 60 Seconds! 🧠📊 No Labels, Just Patterns 1:42

Unsupervised Learning Explained in 60 Seconds! 🧠📊 No Labels, Just Patterns

🤖 What is Supervised Learning  Learn ML in 60 Seconds #supervisedlearning  #machinelearning 1:37

🤖 What is Supervised Learning Learn ML in 60 Seconds #supervisedlearning #machinelearning

Essential Convolutional Neural Networks (CNN) Skills for Deep Learning Success 14:52

Essential Convolutional Neural Networks (CNN) Skills for Deep Learning Success

Are You Counting Neural Network Parameters the Right Way 6:19

Are You Counting Neural Network Parameters the Right Way

If You’re Still Confused About Loss Functions:  Watch This 8:08

If You’re Still Confused About Loss Functions: Watch This

Backpropagation Basics Everyone Can Understand 2:13

Backpropagation Basics Everyone Can Understand

Neural Networks Explained Without Complex Math 21:03

Neural Networks Explained Without Complex Math

🚨 Why Your Model Fails: Fixing Overfitting & Underfitting Simply Explained 🎯💡 13:21

🚨 Why Your Model Fails: Fixing Overfitting & Underfitting Simply Explained 🎯💡

The already uploaded videos and code 0:58

The already uploaded videos and code

Cross-Validation: The Key to ML Model Success 9:54

Cross-Validation: The Key to ML Model Success

XGBoost Regression Step by Step 🧠📊  For Beginners & Pros  Full Tutorial with Examples 13:08

XGBoost Regression Step by Step 🧠📊 For Beginners & Pros Full Tutorial with Examples

XGBoost Integration in a Real ML Pipeline 🔥  Clean Architecture + Label Handling Step by Step 6:38

XGBoost Integration in a Real ML Pipeline 🔥 Clean Architecture + Label Handling Step by Step

XGBoost Made Easy 🚀 | Build Smart Classifiers Step by Step with Real Example 18:21

XGBoost Made Easy 🚀 | Build Smart Classifiers Step by Step with Real Example

Gradient Boosting Classifier Explained Step by Step with numerical example + Python 6:27

Gradient Boosting Classifier Explained Step by Step with numerical example + Python

🚀 Gradient Boosting Regressor Explained 🔥 Step by Step Tutorial with Numerical Example & Python Code 9:24

🚀 Gradient Boosting Regressor Explained 🔥 Step by Step Tutorial with Numerical Example & Python Code

🧠✨Build a Scalable ML System: AdaBoost Integration Step-by-Step! 5:22

🧠✨Build a Scalable ML System: AdaBoost Integration Step-by-Step!

AdaBoost Step by Step! 🚀 Easy Explanation + Python Code 12:01

AdaBoost Step by Step! 🚀 Easy Explanation + Python Code

Build a Scalable Random Forest Pipeline: Step-by-Step Project Structure Tutorial 5:40

Build a Scalable Random Forest Pipeline: Step-by-Step Project Structure Tutorial

🌳 Random Forest Explained Step by Step with Numerical Example & Python Code! 🚀 Beginner to Pro 🌳 11:01

🌳 Random Forest Explained Step by Step with Numerical Example & Python Code! 🚀 Beginner to Pro 🌳

Incremental PCA Explained Step-by-Step | Numerical Example for Beginners & Experts 12:27

Incremental PCA Explained Step-by-Step | Numerical Example for Beginners & Experts

PCA Explained Step by Step Numerical Example for Beginners & Pros 🧮📊 14:37

PCA Explained Step by Step Numerical Example for Beginners & Pros 🧮📊

🚀 Clustering Metrics The Silhouette Score Explained Simply with Code! 💻 9:41

🚀 Clustering Metrics The Silhouette Score Explained Simply with Code! 💻

📊 Hierarchical Clustering Step-by-Step: A Beginner's Guide with Numerical Examples & Python Code 🚀🐍 12:57

📊 Hierarchical Clustering Step-by-Step: A Beginner's Guide with Numerical Examples & Python Code 🚀🐍

K-Means Clustering with Numerical Example: Python Code + Sklearn | Step-by-Step Tutorial! 15:31

K-Means Clustering with Numerical Example: Python Code + Sklearn | Step-by-Step Tutorial!

Step by Step Multi Class Classification in Python Beginner to Advanced 🎯 6:57

Step by Step Multi Class Classification in Python Beginner to Advanced 🎯

Binary Classification Real Data Build, Train & Evaluate ML Models with Python Like a Pro 20:48

Binary Classification Real Data Build, Train & Evaluate ML Models with Python Like a Pro

🏆 ROC Curve & AUC Demystified – A Practical Guide with Python Code! 13:58

🏆 ROC Curve & AUC Demystified – A Practical Guide with Python Code!

🎯 Precision, Recall, F1-Score & More: Binary Classification Metrics Explained 📈💻 18:13

🎯 Precision, Recall, F1-Score & More: Binary Classification Metrics Explained 📈💻

KNN Simplified Learn K Nearest Neighbors with Python Code & Real World Examples 11:40

KNN Simplified Learn K Nearest Neighbors with Python Code & Real World Examples

Multi Class SVM Made Simple One vs Rest vs One vs One Explained with Python Step by Step Tutorial! 7:00

Multi Class SVM Made Simple One vs Rest vs One vs One Explained with Python Step by Step Tutorial!

Support Vector Machine SVM with Gradient Descent Step by Step Numerical Example + Python 16:56

Support Vector Machine SVM with Gradient Descent Step by Step Numerical Example + Python

Naïve Bayes Step by Step Numerical Example + Python Code Explained 13:36

Naïve Bayes Step by Step Numerical Example + Python Code Explained

Decision Trees Explained Step by Step Numerical Example + Python Code  Machine Learning Tutorial 15:26

Decision Trees Explained Step by Step Numerical Example + Python Code Machine Learning Tutorial

Logistic Regression Explained Step by Step with Numerical Example & Python Code  Gradient Descent 18:47

Logistic Regression Explained Step by Step with Numerical Example & Python Code Gradient Descent

7. Lasso vs Ridge Understanding L1& L2 Regularization in Linear Regression with Numerical Example &🐍 13:21

7. Lasso vs Ridge Understanding L1& L2 Regularization in Linear Regression with Numerical Example &🐍

6  Polynomial Regression with Gradient Descent Explained Step by Step Tutorial with Numerical Exampl 9:47

6 Polynomial Regression with Gradient Descent Explained Step by Step Tutorial with Numerical Exampl

5  Linear Regression Metrics Demystified RMSE, MAE, and R² Like Never Before Step by Step Guide 8:54

5 Linear Regression Metrics Demystified RMSE, MAE, and R² Like Never Before Step by Step Guide

4  Linear Regression Made Easy! Step by Step Guide with Numerical Examples & Python Code 35:41

4 Linear Regression Made Easy! Step by Step Guide with Numerical Examples & Python Code

3. Set Up Your Python Environment! Master Poetry for Easy Dependency Management 9:03

3. Set Up Your Python Environment! Master Poetry for Easy Dependency Management

2  Understand Machine Learning Like Never Before! Core Concepts, Python Examples & Real World Applic 14:50

2 Understand Machine Learning Like Never Before! Core Concepts, Python Examples & Real World Applic

1  Machine Learning Course! The Full Roadmap for Beginners 6:52

1 Machine Learning Course! The Full Roadmap for Beginners

🚀 Publish Python Packages to Azure Artifacts with Twine & Poetry | Azure Pipelines Tutorial 🐍 21:12

🚀 Publish Python Packages to Azure Artifacts with Twine & Poetry | Azure Pipelines Tutorial 🐍

Deleting Storage Account Details in Azure ML Using CLI v2 1:35

Deleting Storage Account Details in Azure ML Using CLI v2

Deleting Cancel Job in Azure ML Using CLI v2 1:13

Deleting Cancel Job in Azure ML Using CLI v2

How to Show Job Details Using Azure CLI v2 2:20

How to Show Job Details Using Azure CLI v2

Listing All Jobs in Azure ML Using CLI v2 2:12

Listing All Jobs in Azure ML Using CLI v2

Deleting a Compute in Azure ML Using Azure CLI v2 4:39

Deleting a Compute in Azure ML Using Azure CLI v2

How to show Compute Resources in Azure ML Using CLI v2 2:02

How to show Compute Resources in Azure ML Using CLI v2

How to List Compute Resources in Azure ML Using CLI v2 1:29

How to List Compute Resources in Azure ML Using CLI v2

Set Up C/C++ in Visual Studio Code: Step-by-Step Tutorial 12:34

Set Up C/C++ in Visual Studio Code: Step-by-Step Tutorial

Viewing Dataasset Details in Azure ML Using CLI v2 0:42

Viewing Dataasset Details in Azure ML Using CLI v2

How to List Data Assets in Azure ML Using CLI v2 1:44

How to List Data Assets in Azure ML Using CLI v2

Deleting a Datastore in Azure ML Using Azure CLI v2 1:14

Deleting a Datastore in Azure ML Using Azure CLI v2

Viewing Datastore Details in Azure ML Using CLI v2 1:20

Viewing Datastore Details in Azure ML Using CLI v2

Listing All Datastores in Azure ML Using CLI v2 1:03

Listing All Datastores in Azure ML Using CLI v2

Deleting Container Resources in Azure ML Using CLI v2 3:06

Deleting Container Resources in Azure ML Using CLI v2

Listing All Containers in Azure ML Using CLI v2 1:24

Listing All Containers in Azure ML Using CLI v2

Viewing Storage Account Details in Azure ML Using CLI v2 1:11

Viewing Storage Account Details in Azure ML Using CLI v2

Listing All Storage Accounts in Azure ML Using CLI v2 1:18

Listing All Storage Accounts in Azure ML Using CLI v2

Deleting an Azure ML Workspace Using Azure CLI v2 3:06

Deleting an Azure ML Workspace Using Azure CLI v2

Viewing Workspace Details in Azure ML Using CLI v2 0:52

Viewing Workspace Details in Azure ML Using CLI v2

How to List Workspaces in Azure ML Using Azure CLI v2 1:00

How to List Workspaces in Azure ML Using Azure CLI v2

How to Delete a Resource Group in Azure ML via Azure CLI v2 1:15

How to Delete a Resource Group in Azure ML via Azure CLI v2

How to Show Resource Group Details Using Azure CLI v2 0:56

How to Show Resource Group Details Using Azure CLI v2

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