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2021 Python for Data Science & Machine Learning from A-Z

2021 Python for Data Science & Machine Learning from A-Z

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Description


Description



Learn Python for Data Science & Machine Learning from A-Z



In this practical, hands-on course you’ll learn how to program using Python for Data Science and Machine Learning. This includes data analysis, visualization, and how to make use of that data in a practical manner.



Our main objective is to give you the education not just to understand the ins and outs of the Python programming language for Data Science and Machine Learning, but also to learn exactly how to become a professional Data Scientist with Python and land your first job.



We’ll go over some of the best and most important Python libraries for data science such as NumPy, Pandas, and Matplotlib +



   NumPy —  A library that makes a variety of mathematical and statistical operations easier; it is also the basis for many features of the pandas library.

   Pandas — A Python library created specifically to facilitate working with data, this is the bread and butter of a lot of Python data science work.



NumPy and Pandas are great for exploring and playing with data. Matplotlib is a data visualization library that makes graphs as you’d find in Excel or Google Sheets. Blending practical work with solid theoretical training, we take you from the basics of Python Programming for Data Science to mastery.



This Machine Learning with Python course dives into the basics of machine learning using Python. You’ll learn about supervised vs. unsupervised learning, look into how statistical modeling relates to machine learning, and do a comparison of each.



We understand that theory is important to build a solid foundation, we understand that theory alone isn’t going to get the job done so that’s why this course is packed with practical hands-on examples that you can follow step by step. Even if you already have some coding experience, or want to learn about the advanced features of the Python programming language, this course is for you!



Python coding experience is either required or recommended in job postings for data scientists, machine learning engineers, big data engineers, IT specialists, database developers, and much more. Adding Python coding language skills to your resume will help you in any one of these data specializations requiring mastery of statistical techniques.



Together we’re going to give you the foundational education that you need to know not just on how to write code in Python, analyze and visualize data and utilize machine learning algorithms but also how to get paid for your newly developed programming skills.



The course covers 5 main areas:



1: PYTHON FOR DS+ML COURSE INTRO



This intro section gives you a full introduction to the Python for Data Science and Machine Learning course, data science industry, and marketplace, job opportunities and salaries, and the various data science job roles.



   Intro to Data Science + Machine Learning with Python

   Data Science Industry and Marketplace

   Data Science Job Opportunities

   How To Get a Data Science Job

   Machine Learning Concepts & Algorithms



2: PYTHON DATA ANALYSIS/VISUALIZATION



This section gives you a full introduction to the Data Analysis and Data Visualization with Python with hands-on step by step training.



   Python Crash Course

   NumPy Data Analysis

   Pandas Data Analysis

   Matplotlib

   Seaborn

   Plotly



3: MATHEMATICS FOR DATA SCIENCE



This section gives you a full introduction to the mathematics for data science such as statistics and probability.



   Descriptive Statistics

   Measure of Variability

   Inferential Statistics

   Probability

   Hypothesis Testing



4:  MACHINE LEARNING



This section gives you a full introduction to Machine Learning including Supervised & Unsupervised ML with hands-on step-by-step training.



   Intro to Machine Learning

   Data Preprocessing

   Linear Regression

   Logistic Regression

   K-Nearest Neighbors

   Decision Trees

   Ensemble Learning

   Support Vector Machines

   K-Means Clustering

   PCA



5: STARTING A DATA SCIENCE CAREER



This section gives you a full introduction to starting a career as a Data Scientist with hands-on step by step training.



   Creating a Resume

   Creating a Cover Letter

   Personal Branding

   Freelancing + Freelance websites

   Importance of Having a Website

   Networking



By the end of the course you’ll be a professional Data Scientist with Python and confidently apply for jobs and feel good knowing that you have the skills and knowledge to back it up.

Who this course is for:



   Students who want to learn about Python for Data Science & Machine Learning



Requirements



   Students should have basic computer skills

   Students would benefit from having prior Python Experience but not necessary



Last Updated 1/2021

File list
  • 2021 Python for Data Science & Machine Learning from A-Z
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  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/1. Introduction/4. Data Science Job Roles.srt 15.7 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/1. Introduction/5. What is a Data Scientist.mp4 127.5 MB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/1. Introduction/5. What is a Data Scientist.srt 26.9 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/1. Introduction/6. How To Get a Data Science Job.mp4 131.2 MB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/1. Introduction/6. How To Get a Data Science Job.srt 30.6 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/1. Introduction/7. Data Science Projects Overview.srt 19.1 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/10. Data Loading & Exploration/1. Exploratory Data Analysis.srt 19.1 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/11. Data Cleaning/1. Feature Scaling.srt 11.6 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/11. Data Cleaning/2. Data Cleaning.srt 11.5 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/13. Linear and Logistic Regression/1. Linear Regression Intro.srt 12.2 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/13. Linear and Logistic Regression/3. Linear Regression + Correlation Methods.srt 38.6 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/3. EDA on Iris Dataset.mp4 161.9 MB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/3. EDA on Iris Dataset.srt 31.7 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/5. Implement the KNN algorithm from scratch.srt 17.1 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/14. K Nearest Neighbors/7. Hyperparameter tuning using the cross-validation.srt 14.7 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/10. Visualizing the tree.srt 15 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/12. Decision Trees Hyper-parameters.srt 16.1 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/13. Pruning.srt 24.3 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/2. EDA on Adult Dataset.srt 23.8 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/3. What is Entropy and Information Gain.mp4 136.1 MB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/3. What is Entropy and Information Gain.srt 29.3 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/4. The Decision Tree ID3 algorithm from scratch Part 1.srt 14.9 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/7. ID3 - Putting Everything Together.mp4 182.5 MB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/7. ID3 - Putting Everything Together.srt 31 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/8. Evaluating our ID3 implementation.srt 24.5 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/15. Decision Trees/9. Compare with Sklearn implementation.srt 12.3 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/13. AdaBoost Part 2.srt 20.9 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/2. What is Ensemble Learning.srt 17.4 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/3. What is Bootstrap Sampling.srt 11.1 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/6. Implementing Random Forests from scratch Part 1.mp4 202.5 MB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/16. Ensemble Learning and Random Forests/6. Implementing Random Forests from scratch Part 1.srt 30.1 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/2. SVM intuition.srt 16 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/3. Hard vs Soft Margins.srt 18.9 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/5. Kernel Trick.srt 18.2 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/6. SVM - Kernel Types.srt 26.7 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/7. SVM with Linear Dataset (Iris).srt 19.8 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/17. Support Vector Machines/8. SVM with Non-linear Dataset.srt 18.4 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/18. K-means/1. Unsupervised Machine Learning Intro.srt 29.4 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/18. K-means/1.1 Unsupervised Learning.pdf 636.6 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/18. K-means/2. Unsupervised Machine Learning Continued.srt 29.2 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/18. K-means/3. Representing Clusters.srt 28.3 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/10. PCA - Feature Scaling and Screen Plot.srt 14.4 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/2. What is PCA.srt 14.6 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/4. PCA Algorithm Steps (Mathematics).srt 18.6 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/7. PCA - Image Compression.mp4 249.9 MB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/7. PCA - Image Compression.srt 39.4 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/8. PCA Data Preprocessing.srt 21 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/9. PCA - Biplot and the Screen Plot.mp4 135.6 MB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/19. PCA/9. PCA - Biplot and the Screen Plot.srt 26.4 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/2. Data Science & Machine Learning Concepts/2. What is Data Science.srt 21.2 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/2. Data Science & Machine Learning Concepts/3. What is Machine Learning.srt 22.9 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/2. Data Science & Machine Learning Concepts/4. Machine Learning Concepts & Algorithms.srt 23.6 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/2. Data Science & Machine Learning Concepts/5. What is Deep Learning.srt 15.8 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/2. Data Science & Machine Learning Concepts/6. Machine Learning vs Deep Learning.srt 17.9 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/10. Python Conditional Statements.srt 18.2 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/13. More about Lists.srt 19.4 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/14. Python Tuples.srt 15 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/15. Python Dictionaries.srt 27.7 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/16. Python Sets.srt 13.5 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/17. Compound Data Types & When to use each one.srt 18 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/18. Python Functions.srt 20.8 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/19. Object Oriented Programming in Python.srt 25.7 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/2.1 Importing Python Data.pdf 61.6 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/2.2 Python Basics.pdf 127.7 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/3.1 Jupyter Notebook.pdf 307.2 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/5. Python Variables, Booleans and None.srt 15.2 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/6. Getting Started with Google Colab.srt 12.4 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/7. Python Operators.srt 31.4 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/3. Python For Data Science/9. Python Strings.srt 16.1 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/4. Statistics for Data Science/1. Intro To Statistics.srt 11.2 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/4. Statistics for Data Science/2. Descriptive Statistics.srt 10 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/4. Statistics for Data Science/3. Measure of Variability.srt 18.2 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/4. Statistics for Data Science/4. Measure of Variability Continued.srt 13.3 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/4. Statistics for Data Science/6. Inferential Statistics.srt 22.1 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/4. Statistics for Data Science/7. Measure of Asymmetry.srt 2.7 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/5. Probability & Hypothesis Testing/4. Hypothesis Testing Overview.srt 14.6 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/6. NumPy Data Analysis/1. Intro NumPy Array Data Types.srt 18.3 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/6. NumPy Data Analysis/1.1 NumPy Basics.pdf 77.1 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/6. NumPy Data Analysis/2. NumPy Arrays.srt 11.1 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/6. NumPy Data Analysis/3. NumPy Arrays Basics.srt 16.8 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/6. NumPy Data Analysis/4. NumPy Array Indexing.srt 14 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/7. Pandas Data Analysis/1. Introduction to Pandas.srt 22.3 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/7. Pandas Data Analysis/1.1 Pandas.pdf 110.2 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/7. Pandas Data Analysis/1.2 Pandas Basics.pdf 77.1 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/7. Pandas Data Analysis/2. Introduction to Pandas Continued.srt 26.8 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/8. Python Data Visualization/1. Data Visualization Overview.srt 36.8 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/8. Python Data Visualization/2. Different Data Visualization Libraries in Python.srt 8.8 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/8. Python Data Visualization/3. Python Data Visualization Implementation.srt 12.4 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/9. Machine Learning/1. Introduction To Machine Learning.srt 37 KB
  • [TutsNode.com] - 2021 Python for Data Science & Machine Learning from A-Z/9. Machine Learning/1.1 Supervised Learning.pdf 836.7 KB

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