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Data Science 101 Methodology, Python, And Essential Math
TORRENT SUMMARY
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Welcome! Nice to have you. I’m certain that by the end you will have learned a lot and earned a valuable skill. You can think of the course as compromising 3 parts, and I present the material in each part differently. For example, in the last section, the essential math for data science is presented almost entirely via whiteboard presentation.
The opening section of Data Science 101 examines common questions asked by passionate learners like you (i.e., what do data scientists actually do, what’s the best language for data science, and addressing different terms (big data, data mining, and comparing terms like machine learning vs. deep learning).
Following that, you will explore data science methodology via a Healthcare Insurance case study. You will see the typical data science steps and techniques utilized by data professionals. You might be surprised to hear that other roles than data scientists do actually exist. Next, if machine learning and natural language processing are of interest, we will build a simple chatbot so you can get a clear sense of what is involved. One day you might be building such systems.
The following section is an introduction to Data Science in Python. You will have an opportunity to master python for data science as each section is followed by an assignment that allows you to practice your skills. By the end of the section, you will understand Python fundamentals, decision and looping structures, Python functions, how to work with nested data, and list comprehension. The final part will show you how to use the two most popular libraries for data science, Numpy, and Pandas.
The final section delves into essential math for data science. You will get the hang of linear algebra for data science, along with probability, and statistics. My goal for the linear algebra part was to introduce all necessary concepts and intuition so that you can gain an understanding of an often utilized technique for data fitting called least squares. I also wanted to spend a lot of time on probability, both classical and bayesian, as reasoning about problems is a much more difficult aspect of data science than simply running statistics.
So, don’t wait, start Data Science 101 and develop modern-day skills. If you should not enjoy the course for any reason, Udemy offers a 30-day money-back guarantee. Who this course is for:
Beginners to Data Science or those interested in a data science career. Individuals considering switching fields. Individuals who want to get a big picture overview before focusing on specific Data Science topics. You are interested in an Introduction to data science in Python. You are interested in learning the essential math for data science.
Requirements
None. This course is ideal for a beginner to Data Science.
Last Updated 10/2021
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FILE LIST
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/1. Intro to Data Science 101/2. What a Data Scientist Does.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/1. Intro to Data Science 101/3. Big Data.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/1. Intro to Data Science 101/6. Advice to Data Scientists.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/11. Functions/1. Introducing Functions.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/11. Functions/10. Formal Function vs. Lambda for splitting strings.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/11. Functions/11.1 Fill+in+Activity+(Looping+&+Functions) (1).rar
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/11. Functions/2. Functions - General Syntax.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/11. Functions/6. Optional Return Statement (and comparing it to Print Statement).srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/11. Functions/7. Defining a Function vs. Calling a Function (including different ways to call).srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/11. Functions/8. PracticalReal World Example Function to Get Reddit Data.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/12. Nested Data, Nested Iteration and List Comprehension/11. PracticalReal World Example - Creating a Constrained ID.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/12. Nested Data, Nested Iteration and List Comprehension/12. Activity Building Intuition (Loops, Nested Data, Iteration and List Comp).srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/12. Nested Data, Nested Iteration and List Comprehension/13.1 Fill+in+Activity+(Nested+and+List+Comprehension)+(1) (1).rar
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/12. Nested Data, Nested Iteration and List Comprehension/2. Simple Nested Example.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/12. Nested Data, Nested Iteration and List Comprehension/5. List of Dicts and Dicts of Dicts Example.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/12. Nested Data, Nested Iteration and List Comprehension/7. Defining List Comprehension and Syntax.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/13. Learn Numpy/10. Delete Elements.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/13. Learn Numpy/12. Insert Elements.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/13. Learn Numpy/13. Reshape -1 Feature.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/13. Learn Numpy/16. Concatenate.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/13. Learn Numpy/5. Element-Wise Operations.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/13. Learn Numpy/7. Numpy Indexing.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/13. Learn Numpy/9. Indexing and Slicing with Breast Cancer Wisconsin Data-set.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/14. Pandas/13. Dealing with Missing Values.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/14. Pandas/16. Concat Function + Pop Quiz.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/14. Pandas/2. For SAS Programmers Analogous Terms in Pandas (Python).srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/14. Pandas/4. Comparing Series and DataFrame.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/15. Python Activity Solutions/1. Solution - Fill in Activity - Fundamentals.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/15. Python Activity Solutions/2. Solution - Fill in Activity - Looping and Functions.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/15. Python Activity Solutions/4. Solution - Fill in Activity - Numpy.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/16. Essential Math for Data Science - Linear Algebra Intro/1. Linear Equation Definition.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/16. Essential Math for Data Science - Linear Algebra Intro/11. Row Operations Example (REF).srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/16. Essential Math for Data Science - Linear Algebra Intro/13. General Formula - Matrix Vector Multiplication.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/16. Essential Math for Data Science - Linear Algebra Intro/14. Tips for Row Operations.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/16. Essential Math for Data Science - Linear Algebra Intro/6. System of Equations as a Matrix.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/16. Essential Math for Data Science - Linear Algebra Intro/7. System in Corresponding Forms.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/16. Essential Math for Data Science - Linear Algebra Intro/8. Row Echelon Form (Gaussian Elimination).srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/17. Essential Math for Data Science - Mathematical Structures/1. Mathematical Structures.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/17. Essential Math for Data Science - Mathematical Structures/10. Dim of C(A) and N(A).srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/17. Essential Math for Data Science - Mathematical Structures/12. Linear Maps.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/17. Essential Math for Data Science - Mathematical Structures/13. Four Fundamental Subspaces.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/17. Essential Math for Data Science - Mathematical Structures/15. Orthogonal Projection - One Method for Least Squares.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/17. Essential Math for Data Science - Mathematical Structures/6. Linear Combinations and Span.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/18. Essential Math for Data Science - Intro to Probability/1. Probability Models and Axioms.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/18. Essential Math for Data Science - Intro to Probability/3. Discrete Example.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/18. Essential Math for Data Science - Intro to Probability/6. Conditional Healthcare (Cancer) Example 2.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/18. Essential Math for Data Science - Intro to Probability/7. Independence of Events (what it means and doesn't mean).srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/18. Essential Math for Data Science - Intro to Probability/8. Permutations and Combinations.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/19. Essential Math for Data Science - Random Variables and Multiple Variables/10. Covariance, Correlation and More on Variance.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/19. Essential Math for Data Science - Random Variables and Multiple Variables/12. Central Limit Theorem (CLT).srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/19. Essential Math for Data Science - Random Variables and Multiple Variables/2. Probability Mass Function and Discrete R.V's.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/19. Essential Math for Data Science - Random Variables and Multiple Variables/8. Joint PDF Example - Banking.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/19. Essential Math for Data Science - Random Variables and Multiple Variables/9. Cumulative Distribution Function (CDF).srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/2. Best Language for Data Science/2. Python.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/2. Best Language for Data Science/4. R.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/20. Essential Math for Data Science - Statistical Inference/1. Statistical Inference.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/20. Essential Math for Data Science - Statistical Inference/3. Example - Bayesian Estimator.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/3. Data Science Methodology/1. Data Science MethodologyProcess Intro.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/3. Data Science Methodology/2. Business Understanding.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/3. Data Science Methodology/3. Data Understanding.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/3. Data Science Methodology/4. Data Prep.mp4
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/3. Data Science Methodology/5. Modeling.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/3. Data Science Methodology/6. Evaluation.mp4
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/3. Data Science Methodology/6. Evaluation.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/3. Data Science Methodology/7. Deployment.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/4. Data Science Via Chatbot/1. Purpose of Chatbot Section.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/4. Data Science Via Chatbot/3. Signing up for Watson Assistant.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/4. Data Science Via Chatbot/5. Intents.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/4. Data Science Via Chatbot/6. Entities.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/4. Data Science Via Chatbot/8. Section Recap Natural Language Processing , Machine Learning, and Use Cases.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/5. Libraries, API's, Datasets/1. Libraries.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/5. Libraries, API's, Datasets/3. Datasets.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/6. Github/3. Creating Branch and Commit Changes.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/6. Github/4. Pull Request and Merging Pull Request.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/7. Introduction to Python for Data Science and Machine Learning Bootcamp/1. Welcome to the Python for Data Science and Machine Learning Section.html
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/7. Introduction to Python for Data Science and Machine Learning Bootcamp/2. OptionsFeatures When Watching Videos.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/7. Introduction to Python for Data Science and Machine Learning Bootcamp/3. Resources (Data-sets and Notebooks).html
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/8. InstallationJupyterComments (Windows and MacOSJupyter Notebook)/1. Windows - Download Anaconda Distribution (includes Python!).srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/8. InstallationJupyterComments (Windows and MacOSJupyter Notebook)/4. Windows - Opening Jupyter Notebook.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/8. InstallationJupyterComments (Windows and MacOSJupyter Notebook)/6. MacOS - Conda Environment.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/9. Python for Data Science and Machine Learning Fundamentals/1. How to Use Markdown Cells (Adding Headers, Links, and Images).srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/9. Python for Data Science and Machine Learning Fundamentals/10. Tuple - How To Use.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/9. Python for Data Science and Machine Learning Fundamentals/13. Operators.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/9. Python for Data Science and Machine Learning Fundamentals/14.1 Fill+in+Activity+(Fundamentals) (1).rar
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/9. Python for Data Science and Machine Learning Fundamentals/2. Comments - Inline and Block Comments.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/9. Python for Data Science and Machine Learning Fundamentals/4. Writing Single and Multiple Lines of Code.srt
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[TutsNode.com] - Data Science 101 Methodology, Python, and Essential Math/9. Python for Data Science and Machine Learning Fundamentals/5. Understanding Variables.srt
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