Udemy - Fast-Track Machine Learning In Python And ChatGPT

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Udemy - Fast-Track Machine Learning in Python and ChatGPTUdemy - Fast-Track Machine Learning in Python and ChatGPT

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Udemy - Fast-Track Machine Learning in Python and ChatGPT.torrent
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Other
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ce7e7e5c9601ab95507f3782fa3829b1daca2673
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1.7 GB in 60 files
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Uploaded on 30-10-2023 by our crawler pet called "Spidey".
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Description

[ DevCourseWeb.com ] Fast-Track Machine Learning in Python & ChatGPT



If You Need More Stuff, kindly Visit and Support Us -->> https://DevCourseWeb.com







Published 10/2023

Created by Md Shahriar

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Genre: eLearning | Language: English | Duration: 42 Lectures ( 4h 46m ) | Size: 1.73 GB



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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We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...



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Files in this torrent

FILENAMESIZE
~Get Your Files Here !/1. Setting Up Your Data Analysis Platform/1. Install Python and Jupyter Notebook.html214 B
~Get Your Files Here !/1. Setting Up Your Data Analysis Platform/1.1 Mac.pdf1.5 MB
~Get Your Files Here !/1. Setting Up Your Data Analysis Platform/1.2 Windows.pdf929.7 KB
~Get Your Files Here !/1. Setting Up Your Data Analysis Platform/2. Setting Up ChatGPT for Easy Machine Learning.html190 B
~Get Your Files Here !/1. Setting Up Your Data Analysis Platform/2.1 Instructions of setting up ChatGPT.pdf409.1 KB
~Get Your Files Here !/2. What is Machine Learning/1. Machine Learning and Its Characteristics.mp410.6 MB
~Get Your Files Here !/2. What is Machine Learning/2. Complete Machine Learning Work-flow.mp49.4 MB
~Get Your Files Here !/2. What is Machine Learning/3. Practice datasets.html303 B
~Get Your Files Here !/2. What is Machine Learning/4. Instructions for Quizzes IMPORTANT.html295 B
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/1. Load your dataset into Python environment.mp439.1 MB
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/2. Handling missing values with Scikit-learn.mp481.1 MB
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/3. Identify and deal with inconsistent data.mp461.7 MB
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/4. Dealing with miss-identified data types.mp440.3 MB
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/5. Address and remove duplicated data.mp428.2 MB
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/6. QUIZ 1 Data Cleaning.html156 B
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/7. Solution 1 Data Cleaning.html71 B
~Get Your Files Here !/3. Master Data Cleaning for Error-free ML Model/7.1 Data Cleaning (Solution).ipynb34.8 KB
~Get Your Files Here !/4. Master Data Manipulation for Strong ML Model/1. Sorting and arranging dataset.mp430.9 MB
~Get Your Files Here !/4. Master Data Manipulation for Strong ML Model/2. Filter data based on conditions.mp471.7 MB
~Get Your Files Here !/4. Master Data Manipulation for Strong ML Model/3. Merging or adding of supplementary variables.mp431.1 MB
~Get Your Files Here !/4. Master Data Manipulation for Strong ML Model/4. Concatenating or adding of supplementary data.mp431.3 MB
~Get Your Files Here !/4. Master Data Manipulation for Strong ML Model/5. QUIZ 2 Data Manipulation.html156 B
~Get Your Files Here !/4. Master Data Manipulation for Strong ML Model/6. Solution 2 Data Manipulation.html71 B
~Get Your Files Here !/4. Master Data Manipulation for Strong ML Model/6.1 Data Manipulation (Solution).ipynb85.4 KB
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/1. Feature engineering Generating new data.mp4103.9 MB
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/2. Extracting day, months, year from date variable.mp432.4 MB
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/3. Feature encoding Assigning numeric values.mp433.4 MB
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/4. Creating dummy variables for nominal data.mp447.2 MB
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/5. Data standardizing and normalizing with StandardScaler.mp484.6 MB
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/6. Splitting data into training and testing set.mp438.7 MB
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/7. QUIZ 3 Data Preprocessing.html156 B
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/8. Solution 3 Data Preprocessing.html71 B
~Get Your Files Here !/5. Master Data Preprocessing for Perfect ML Model/8.1 Data Preprocessing (Solution).ipynb138 KB
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/1. Read It IMPORTANT.html690 B
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/2. Linear regression ML model.mp4115.9 MB
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/3. Decision Tree regression ML model.mp457.2 MB
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/4. Random Forest regression ML model.mp456.6 MB
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/5. Support Vector regression ML model.mp442.7 MB
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/6. XGBoost regression ML model.mp448.1 MB
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/7. QUIZ 4 ML Model Application Part 1.html156 B
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/8. Solution 4 ML Model Application Part 1.html71 B
~Get Your Files Here !/6. Hands-on Machine Learning Application Part 1 Regression/8.1 ML model application Part 1 (Solution).ipynb515.6 KB
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/1. Read It IMPORTANT.html334 B
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/2. Logistic Regression ML model.mp4139.3 MB
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/3. Decision Tree classification ML model.mp477.4 MB
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/4. Random Forest classification ML model.mp468.7 MB
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/5. K Nearest Neighbours classification ML model.mp4120.5 MB
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/6. LightGBM classification ML model.mp481.7 MB
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/7. QUIZ 5 ML Model Application Part 2.html156 B
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/8. Solution 5 ML Model Application Part 2.html71 B
~Get Your Files Here !/7. Hands-on Machine Learning Application Part 2 Classification/8.1 ML model application Part 2 (Solution).ipynb695.7 KB
~Get Your Files Here !/8. Hands-on Machine Learning Application Part 3 Clustering/1. KMeans Clustering ML model.mp4127.7 MB
~Get Your Files Here !/8. Hands-on Machine Learning Application Part 3 Clustering/2. Final QUIZ ML Model Application Part 3.html156 B
~Get Your Files Here !/8. Hands-on Machine Learning Application Part 3 Clustering/3. Final Solution Fast-Track ML in Python & ChatGPT.html47 B
~Get Your Files Here !/8. Hands-on Machine Learning Application Part 3 Clustering/3.1 Fast-Track ML in Python & ChatGPT (Solution).ipynb750.1 KB
~Get Your Files Here !/9. Tips, Tricks and Resources/1. ChatGPT Your best code companion.mp460.2 MB
~Get Your Files Here !/9. Tips, Tricks and Resources/2. Course resources.html44 B
~Get Your Files Here !/9. Tips, Tricks and Resources/2.1 Complete ML workflow.pptx47.6 KB
~Get Your Files Here !/9. Tips, Tricks and Resources/2.2 ML.pptx39.9 KB
~Get Your Files Here !/Bonus Resources.txt386 B

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