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Udemy - Fast-Track Machine Learning In Python And ChatGPT
TORRENT SUMMARY
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Hands-on Machine Learning Tutorial with Pandas, Numpy, Seaborn, Scikit-learn in Python and ChatGPT: A Complete Work-flow
What you'll learn
Learn to proficiently use Python for various machine learning tasks, including data cleaning, manipulation, preprocessing, and model development.
Gain expertise in building and implementing supervised machine learning models: Regressions, Random Forest, Decision Tree, SVM, XGBoost, and KNN, etc.
Acquire skills in unsupervised machine learning techniques, including KMeans for effective cluster analysis and pattern recognition.
Learn to create a streamlined and efficient workflow for building machine learning models from scratch, incorporating both Python and ChatGPT.
Develop the ability to measure and evaluate the accuracy and performance of machine learning models, enabling decisions on model selection and optimization.
Explore the integration of ChatGPT into the machine learning workflow, leveraging its capabilities for enhanced data analysis, and generating insights.
Understand strategies for selecting the most suitable machine learning model for a given task, considering factors such as accuracy, and scalability.
Apply acquired knowledge to real-world scenarios, solving diverse machine learning challenges and developing solutions.
Requirements
No coding Experience is Needed.
Desktop/Laptop
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Setting Up Your Data Analysis Platform/1. Install Python and Jupyter Notebook.html
214 B
~Get Your Files Here !/1. Setting Up Your Data Analysis Platform/1.1 Mac.pdf
1.5 MB
~Get Your Files Here !/1. Setting Up Your Data Analysis Platform/1.2 Windows.pdf
929.7 KB
~Get Your Files Here !/1. Setting Up Your Data Analysis Platform/2. Setting Up ChatGPT for Easy Machine Learning.html
190 B
~Get Your Files Here !/1. Setting Up Your Data Analysis Platform/2.1 Instructions of setting up ChatGPT.pdf
409.1 KB
~Get Your Files Here !/2. What is Machine Learning/1. Machine Learning and Its Characteristics.mp4
10.6 MB
~Get Your Files Here !/2. What is Machine Learning/2. Complete Machine Learning Work-flow.mp4
9.4 MB
~Get Your Files Here !/2. What is Machine Learning/3. Practice datasets.html
303 B
~Get Your Files Here !/2. What is Machine Learning/4. Instructions for Quizzes IMPORTANT.html
295 B
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/1. Load your dataset into Python environment.mp4
39.1 MB
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/2. Handling missing values with Scikit-learn.mp4
81.1 MB
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/3. Identify and deal with inconsistent data.mp4
61.7 MB
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/4. Dealing with miss-identified data types.mp4
40.3 MB
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/5. Address and remove duplicated data.mp4
28.2 MB
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/6. QUIZ 1 Data Cleaning.html
156 B
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/7. Solution 1 Data Cleaning.html
71 B
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/7.1 Data Cleaning (Solution).ipynb
34.8 KB
~Get Your Files Here !/4. Master Data Manipulation for Strong ML Model/1. Sorting and arranging dataset.mp4
30.9 MB
~Get Your Files Here !/4. Master Data Manipulation for Strong ML Model/2. Filter data based on conditions.mp4
71.7 MB
~Get Your Files Here !/4. Master Data Manipulation for Strong ML Model/3. Merging or adding of supplementary variables.mp4
31.1 MB
~Get Your Files Here !/4. Master Data Manipulation for Strong ML Model/4. Concatenating or adding of supplementary data.mp4
31.3 MB
~Get Your Files Here !/4. Master Data Manipulation for Strong ML Model/5. QUIZ 2 Data Manipulation.html
156 B
~Get Your Files Here !/4. Master Data Manipulation for Strong ML Model/6. Solution 2 Data Manipulation.html
71 B
~Get Your Files Here !/4. Master Data Manipulation for Strong ML Model/6.1 Data Manipulation (Solution).ipynb
85.4 KB
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/1. Feature engineering Generating new data.mp4
103.9 MB
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/2. Extracting day, months, year from date variable.mp4
32.4 MB
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/3. Feature encoding Assigning numeric values.mp4
33.4 MB
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/4. Creating dummy variables for nominal data.mp4
47.2 MB
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/5. Data standardizing and normalizing with StandardScaler.mp4
84.6 MB
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/6. Splitting data into training and testing set.mp4
38.7 MB
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/7. QUIZ 3 Data Preprocessing.html
156 B
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/8. Solution 3 Data Preprocessing.html
71 B
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/8.1 Data Preprocessing (Solution).ipynb
138 KB
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/1. Read It IMPORTANT.html
690 B
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/2. Linear regression ML model.mp4
115.9 MB
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/3. Decision Tree regression ML model.mp4
57.2 MB
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/4. Random Forest regression ML model.mp4
56.6 MB
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/5. Support Vector regression ML model.mp4
42.7 MB
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/6. XGBoost regression ML model.mp4
48.1 MB
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/7. QUIZ 4 ML Model Application Part 1.html
156 B
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/8. Solution 4 ML Model Application Part 1.html
71 B
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/8.1 ML model application Part 1 (Solution).ipynb
515.6 KB
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/1. Read It IMPORTANT.html
334 B
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/2. Logistic Regression ML model.mp4
139.3 MB
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/3. Decision Tree classification ML model.mp4
77.4 MB
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/4. Random Forest classification ML model.mp4
68.7 MB
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/5. K Nearest Neighbours classification ML model.mp4
120.5 MB
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/6. LightGBM classification ML model.mp4
81.7 MB
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/7. QUIZ 5 ML Model Application Part 2.html
156 B
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/8. Solution 5 ML Model Application Part 2.html
71 B
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/8.1 ML model application Part 2 (Solution).ipynb
695.7 KB
~Get Your Files Here !/8. Hands-on Machine Learning Application Part 3 Clustering/1. KMeans Clustering ML model.mp4
127.7 MB
~Get Your Files Here !/8. Hands-on Machine Learning Application Part 3 Clustering/2. Final QUIZ ML Model Application Part 3.html
156 B
~Get Your Files Here !/8. Hands-on Machine Learning Application Part 3 Clustering/3. Final Solution Fast-Track ML in Python & ChatGPT.html
47 B
~Get Your Files Here !/8. Hands-on Machine Learning Application Part 3 Clustering/3.1 Fast-Track ML in Python & ChatGPT (Solution).ipynb
750.1 KB
~Get Your Files Here !/9. Tips, Tricks and Resources/1. ChatGPT Your best code companion.mp4
60.2 MB
~Get Your Files Here !/9. Tips, Tricks and Resources/2. Course resources.html
44 B
~Get Your Files Here !/9. Tips, Tricks and Resources/2.1 Complete ML workflow.pptx
47.6 KB
~Get Your Files Here !/9. Tips, Tricks and Resources/2.2 ML.pptx
