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What is Machine Learning

Track :

Programming

Lessons no : 42

For Free Certificate After Complete The Course

To Register in Course you have to watch at least 30 Second of any lesson

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What will you learn in this course?
  • Develop a foundational understanding of machine learning concepts, algorithms, and applications in real-world scenarios
  • Implement basic machine learning models using popular programming languages like Python and R for practical data analysis
  • Identify suitable machine learning techniques for different types of data and problem-solving tasks in diverse industries
  • Evaluate machine learning model performance using metrics such as accuracy, precision, recall, and F1 score for effective decision-making
  • Apply data preprocessing, feature engineering, and model tuning to optimize machine learning algorithms for improved results
  • Interpret machine learning outputs to derive actionable insights and support strategic business decisions
  • Differentiate between supervised, unsupervised, and reinforcement learning methods for targeted problem-solving
  • Utilize open-source tools and libraries to build, train, and deploy machine learning models efficiently
  • Address common challenges in machine learning, including overfitting, bias, and data imbalance, for robust models
  • Design and implement machine learning workflows from data collection to model deployment in real-world projects
  • Stay updated with emerging trends and ethical considerations in machine learning for responsible AI development
  • Collaborate effectively with data scientists and engineers to integrate machine learning solutions into organizational systems

How to Get The Certificate

  • You must have an account Register
  • Watch All Lessons
  • Watch at least 50% of Lesson Duration
  • you can follow your course progress From Your Profile
  • You can Register With Any Course For Free
  • The Certificate is free !
Lessons | 42
Machine Learning Tutorial Python 1 What is Machine Learning
00:06:51

Machine Learning Tutorial Python 1 What is Machine Learning
Machine Learning Tutorial Python 2 Linear Regression Single Variable
00:15:14

Machine Learning Tutorial Python 2 Linear Regression Single Variable
Machine Learning Tutorial Python 3 Linear Regression Multiple Variables
00:14:08

Machine Learning Tutorial Python 3 Linear Regression Multiple Variables
Machine Learning Tutorial Python 4 Gradient Descent and Cost Function
00:28:26

Machine Learning Tutorial Python 4 Gradient Descent and Cost Function
Machine Learning Tutorial Python 5 Save Model Using Joblib And Pickle
00:08:21

Machine Learning Tutorial Python 5 Save Model Using Joblib And Pickle
Machine Learning Tutorial Python 6 Dummy Variables One Hot Encoding
00:21:35

Machine Learning Tutorial Python 6 Dummy Variables One Hot Encoding
Machine Learning Tutorial Python 7 Training and Testing Data
00:06:34

Machine Learning Tutorial Python 7 Training and Testing Data
Machine Learning Tutorial Python 8 Logistic Regression Binary Classification
00:19:19

Machine Learning Tutorial Python 8 Logistic Regression Binary Classification
Machine Learning Tutorial Python 8 Logistic Regression Multiclass Classification
00:15:43

Machine Learning Tutorial Python 8 Logistic Regression Multiclass Classification
Machine Learning Tutorial Python 9 Decision Tree
00:14:46

Machine Learning Tutorial Python 9 Decision Tree
Machine Learning Tutorial Python 10 Support Vector Machine SVM
00:23:22

Machine Learning Tutorial Python 10 Support Vector Machine SVM
Machine Learning Tutorial Python 11 Random Forest
00:12:49

Machine Learning Tutorial Python 11 Random Forest
Machine Learning Tutorial Python 12 K Fold Cross Validation
00:25:20

Machine Learning Tutorial Python 12 K Fold Cross Validation
Machine Learning Tutorial Python 13 K Means Clustering Algorithm
00:25:15

Machine Learning Tutorial Python 13 K Means Clustering Algorithm
Machine Learning Tutorial Python 14 Naive Bayes Classifier Algorithm Part 1
00:13:38

Machine Learning Tutorial Python 14 Naive Bayes Classifier Algorithm Part 1
Machine Learning Tutorial Python 15 Naive Bayes Classifier Algorithm Part 2
00:11:28

Machine Learning Tutorial Python 15 Naive Bayes Classifier Algorithm Part 2
Machine Learning Tutorial Python 16 Hyper parameter Tuning GridSearchCV
00:16:30

Machine Learning Tutorial Python 16 Hyper parameter Tuning GridSearchCV
Machine Learning Tutorial Python 17 L1 and L2 Regularization | Lasso Ridge Regression
00:19:21

Machine Learning Tutorial Python 17 L1 and L2 Regularization | Lasso Ridge Regression
Machine Learning Tutorial Python 18 K nearest neighbors classification with python code
00:15:42

Machine Learning Tutorial Python 18 K nearest neighbors classification with python code
Machine Learning Tutorial Python 19 Principal Component Analysis PCA with Python Code
00:24:09

Machine Learning Tutorial Python 19 Principal Component Analysis PCA with Python Code
Machine Learning Tutorial Python 20 Bias vs Variance In Machine Learning
00:10:50

Machine Learning Tutorial Python 20 Bias vs Variance In Machine Learning
Machine Learning Tutorial Python 21 Ensemble Learning Bagging
00:23:37

Machine Learning Tutorial Python 21 Ensemble Learning Bagging
Machine Learning Data Science Project 1 Introduction Real Estate Price Prediction Project
00:02:12

Machine Learning Data Science Project 1 Introduction Real Estate Price Prediction Project
Machine Learning Data Science Project 2 Data Cleaning Real Estate Price Prediction Project
00:15:21

Machine Learning Data Science Project 2 Data Cleaning Real Estate Price Prediction Project
Machine Learning Data Science Project 3 Feature Engineering Real Estate Price Prediction
00:08:26

Machine Learning Data Science Project 3 Feature Engineering Real Estate Price Prediction
Machine Learning Data Science Project 4 Outlier Removal Real Estate Price Prediction Project
00:19:31

Machine Learning Data Science Project 4 Outlier Removal Real Estate Price Prediction Project
Machine Learning Data Science Project 5 Model Building Real Estate Price Prediction Project
00:19:12

Machine Learning Data Science Project 5 Model Building Real Estate Price Prediction Project
Machine Learning Data Science Project 6 Python Flask Server Real Estate Price Prediction
00:21:13

Machine Learning Data Science Project 6 Python Flask Server Real Estate Price Prediction
Machine Learning Data Science Project 7 Website or UI Real Estate Price Prediction Project
00:13:21

Machine Learning Data Science Project 7 Website or UI Real Estate Price Prediction Project
Deploy machine learning model to production AWS Amazon EC2 instance
00:28:38

Deploy machine learning model to production AWS Amazon EC2 instance
Data Science Machine Learning Project Part 1 Introduction | Image Classification
00:04:42

Data Science Machine Learning Project Part 1 Introduction | Image Classification
Data Science Machine Learning Project Part 2 Data Collection | Image Classification
00:05:37

Data Science Machine Learning Project Part 2 Data Collection | Image Classification
Data Science Machine Learning Project Part 3 Data Cleaning | Image Classification
00:40:45

Data Science Machine Learning Project Part 3 Data Cleaning | Image Classification
Data Science Machine Learning Project Part 4 Feature Engineering | Image Classification
00:18:23

Data Science Machine Learning Project Part 4 Feature Engineering | Image Classification
Data Science Machine Learning Project Part 5 Training a Model | Image Classification
00:20:01

Data Science Machine Learning Project Part 5 Training a Model | Image Classification
Data Science Machine Learning Project Part 6 Flask Server | Image Classification
00:36:16

Data Science Machine Learning Project Part 6 Flask Server | Image Classification
Data Science Machine Learning Project Part 7 Build Website | Image Classification
00:38:14

Data Science Machine Learning Project Part 7 Build Website | Image Classification
Data Science Machine Learning Project Part 8 Deployment Exercise | Image Classification
00:05:17

Data Science Machine Learning Project Part 8 Deployment Exercise | Image Classification
What is feature engineering | Feature Engineering Tutorial Python 1
00:05:12

What is feature engineering | Feature Engineering Tutorial Python 1
Outlier detection and removal using percentile | Feature engineering tutorial python 2
00:17:18

Outlier detection and removal using percentile | Feature engineering tutorial python 2
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Even though there are many different skills to learn in machine learning it is possible for you to self-teach yourself machine learning. There are many courses available now that will take you from having no knowledge of machine learning to being able to understand and implement the ml algorithms yourself .