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CBT Nuggets - Programming for Data Science
magnet:?xt=urn:btih:00f81955642021cc3f0d7b904e6f1124f462308f&dn=CBT Nuggets - Programming for Data Science
磁力链接详情
Hash值:
00f81955642021cc3f0d7b904e6f1124f462308f
点击数:
83
文件大小:
12.25 GB
文件数量:
155
创建日期:
2023-11-5 09:48
最后访问:
2024-4-29 12:50
访问标签:
CBT
Nuggets
-
Programming
for
Data
Science
文件列表详情
1. Explore Data Science Domains and Roles/1. Explore Data Science Domains and Roles .mp4 24.12 MB
1. Explore Data Science Domains and Roles/2. What is Data Science .mp4 95.39 MB
1. Explore Data Science Domains and Roles/3. Data Science Tools .mp4 102.34 MB
1. Explore Data Science Domains and Roles/4. Data Science Development Environments .mp4 83.58 MB
1. Explore Data Science Domains and Roles/5. What is Anaconda .mp4 48.42 MB
1. Explore Data Science Domains and Roles/6. Data Science Roles .mp4 43.44 MB
1. Explore Data Science Domains and Roles/7. The Data Science Roadmap .mp4 61.05 MB
10. Write Code using OOP Concepts for Data Science/1. Introduction .mp4 125.08 MB
10. Write Code using OOP Concepts for Data Science/2. Programming Styles .mp4 123.81 MB
10. Write Code using OOP Concepts for Data Science/3. Python Class Objects .mp4 169.35 MB
10. Write Code using OOP Concepts for Data Science/4. EDA Dimensions .mp4 66.48 MB
10. Write Code using OOP Concepts for Data Science/5. EDA Summary Statistics .mp4 74.5 MB
10. Write Code using OOP Concepts for Data Science/6. EDA Complete with Histograms .mp4 60.17 MB
11. Wrangling Data with Pandas for Data Science/1. Introduction .mp4 75.41 MB
11. Wrangling Data with Pandas for Data Science/2. What is Pandas Part 1 .mp4 79.08 MB
11. Wrangling Data with Pandas for Data Science/3. What is Pandas Part 2 .mp4 71.63 MB
11. Wrangling Data with Pandas for Data Science/4. EDA (Exploratory Data Analysis) .mp4 85.57 MB
11. Wrangling Data with Pandas for Data Science/5. Clean and Manipulate Data .mp4 96.36 MB
11. Wrangling Data with Pandas for Data Science/6. Data Visualization with Pandas (it does that also!) .mp4 103.29 MB
12. Work with Arrays Using Numpy Data Science Library/1. Introduction -3.mp4 99.73 MB
12. Work with Arrays Using Numpy Data Science Library/2. What is Numpy .mp4 52.86 MB
12. Work with Arrays Using Numpy Data Science Library/3. Numpy Vs Pandas .mp4 94.97 MB
12. Work with Arrays Using Numpy Data Science Library/4. Creating and Manipulating Arrays .mp4 63.17 MB
12. Work with Arrays Using Numpy Data Science Library/5. Array Operations, Array Methods and Functions .mp4 67.58 MB
13. Visualizing Data with Matplotlib for Data Science/1. Introduction .mp4 36.11 MB
13. Visualizing Data with Matplotlib for Data Science/2. What is Matplotlib .mp4 161.46 MB
13. Visualizing Data with Matplotlib for Data Science/3. Fields in the dataset from Kaggle .mp4 155.4 MB
13. Visualizing Data with Matplotlib for Data Science/4. Customizing Plots .mp4 79.96 MB
14. Visualize Data with Seaborn for Data Science/1. Introduction -3.mp4 69.41 MB
14. Visualize Data with Seaborn for Data Science/2. Matplotlib vs Seaborn .mp4 149.37 MB
14. Visualize Data with Seaborn for Data Science/3. Plotting with Seaborn .mp4 92.89 MB
14. Visualize Data with Seaborn for Data Science/4. Customizing Plots .mp4 82.13 MB
14. Visualize Data with Seaborn for Data Science/5. Real-world Notebook .mp4 22.03 MB
15. Explore Web Scraping Fundamentals for Data Science/1. Introduction .mp4 26.88 MB
15. Explore Web Scraping Fundamentals for Data Science/2. How the Internet Works .mp4 39.23 MB
15. Explore Web Scraping Fundamentals for Data Science/3. Visual Studio Code .mp4 96.97 MB
15. Explore Web Scraping Fundamentals for Data Science/4. HTML .mp4 45.74 MB
15. Explore Web Scraping Fundamentals for Data Science/5. CSS .mp4 53.26 MB
15. Explore Web Scraping Fundamentals for Data Science/6. Web Scraping with BeautifulSoup .mp4 148.94 MB
16. Collect Web Data with Python and BeautifulSoup/1. Introduction .mp4 55.1 MB
16. Collect Web Data with Python and BeautifulSoup/2. What is BeautifulSoup .mp4 34.03 MB
16. Collect Web Data with Python and BeautifulSoup/3. The find() Method Part 1 .mp4 91.83 MB
16. Collect Web Data with Python and BeautifulSoup/4. The find() Method Part 2 .mp4 129.45 MB
16. Collect Web Data with Python and BeautifulSoup/5. The find_all() Method Part 1 .mp4 135.68 MB
16. Collect Web Data with Python and BeautifulSoup/6. The find_all() Method Part 2 .mp4 82.26 MB
17. Use GitHub Repositories for Data Science/1. Introduction -2.mp4 38.37 MB
17. Use GitHub Repositories for Data Science/2. What is Git .mp4 61.15 MB
17. Use GitHub Repositories for Data Science/3. What is GitHub .mp4 62.01 MB
17. Use GitHub Repositories for Data Science/4. Create an Online Repo and Push Your Code to GitHub .mp4 84.79 MB
17. Use GitHub Repositories for Data Science/5. Hosting Datasets for use in Jupyter Notebook .mp4 94.05 MB
17. Use GitHub Repositories for Data Science/6. Challenge .mp4 28.92 MB
18. Analyze Core Data Structures for Data Science/1. Introduction .mp4 133 MB
18. Analyze Core Data Structures for Data Science/2. What are Data Structures .mp4 85.17 MB
18. Analyze Core Data Structures for Data Science/3. Python Basic Data Structure Limitations .mp4 124.69 MB
18. Analyze Core Data Structures for Data Science/4. Data Structures Deep Dive .mp4 141.53 MB
18. Analyze Core Data Structures for Data Science/5. Social Network Analysis Use Case .mp4 118.33 MB
19. Evaluate Complexity and Memory for Data Science/1. Introduction - Programming for Data Science CBT Nuggets-3.mp4 144 MB
19. Evaluate Complexity and Memory for Data Science/2. Complexity Analysis and Memory .mp4 93.48 MB
19. Evaluate Complexity and Memory for Data Science/3. Algorithm Comparison .mp4 121.9 MB
19. Evaluate Complexity and Memory for Data Science/4. Pandas Data Types .mp4 210.61 MB
2. Access the Command Line for Data Science/1. Introduction .mp4 170.83 MB
2. Access the Command Line for Data Science/2. What is a command-line, terminal, and Shell .mp4 137.41 MB
2. Access the Command Line for Data Science/3. macOS Terminal, Git for Windows, and Linux Emulators .mp4 80.92 MB
2. Access the Command Line for Data Science/4. Basic Linux Commands .mp4 105.55 MB
2. Access the Command Line for Data Science/5. Create Projects and Workflows .mp4 82.95 MB
20. Apply Big O Notation Concepts for Data Science/1. Introduction .mp4 131.78 MB
20. Apply Big O Notation Concepts for Data Science/2. Big O Notation .mp4 57.39 MB
20. Apply Big O Notation Concepts for Data Science/3. Big O Notation and Time Complexity Visualization .mp4 57.09 MB
20. Apply Big O Notation Concepts for Data Science/4. Quadratic time .mp4 38.24 MB
20. Apply Big O Notation Concepts for Data Science/5. Factorial time .mp4 132.61 MB
20. Apply Big O Notation Concepts for Data Science/6. Coffee Shop Complexity .mp4 109.62 MB
21. Explore R Fundamentals for Data Science/1. Introduction -3.mp4 193.71 MB
21. Explore R Fundamentals for Data Science/2. What is R and Why Should I Learn it in 2023 .mp4 167.8 MB
21. Explore R Fundamentals for Data Science/3. Getting Started with R and Google Colab .mp4 176.75 MB
21. Explore R Fundamentals for Data Science/4. R Data Types .mp4 101 MB
22. Implement and Compare R Data Structures/1. Introduction .mp4 117.68 MB
22. Implement and Compare R Data Structures/2. R and Python Data Structures Part 1 Vectors .mp4 57.24 MB
22. Implement and Compare R Data Structures/3. R and Python Data Structures Part 2 Arrays and Lists .mp4 40.55 MB
22. Implement and Compare R Data Structures/4. R and Python Data Structures Part 3 Data Frames .mp4 30.79 MB
22. Implement and Compare R Data Structures/5. Operations and Calculations .mp4 59.29 MB
22. Implement and Compare R Data Structures/6. Matrix Calculations .mp4 76.17 MB
22. Implement and Compare R Data Structures/7. Data Exploration .mp4 133.38 MB
23. Perform EDA with R and Python for Data Science/1. Introduction .mp4 19.12 MB
23. Perform EDA with R and Python for Data Science/2. Load and Prepare the Dataset (EDA light) .mp4 104.48 MB
23. Perform EDA with R and Python for Data Science/3. Perform Exploratory Data Analysis (EDA) Part II .mp4 116.08 MB
23. Perform EDA with R and Python for Data Science/4. Perform Exploratory Data Analysis (EDA) Part I .mp4 76.31 MB
23. Perform EDA with R and Python for Data Science/5. Challenge .mp4 74.7 MB
24. Explore AI Language Models and OpenAI's ChatGPT/1. Introduction.mp4 71.61 MB
24. Explore AI Language Models and OpenAI's ChatGPT/2. What is AI.mp4 131.06 MB
24. Explore AI Language Models and OpenAI's ChatGPT/3. OpenAI GPT-3 Language Models.mp4 67.36 MB
24. Explore AI Language Models and OpenAI's ChatGPT/4. What is ChatGPT and How Does it Work Under the Hood.mp4 35.38 MB
24. Explore AI Language Models and OpenAI's ChatGPT/5. Prompts and Completions.mp4 185.37 MB
25. Query OpenAI's Language Model API with Google's Colab/1. Introduction.mp4 82.88 MB
25. Query OpenAI's Language Model API with Google's Colab/2. Bare Bones Completion.mp4 102.56 MB
25. Query OpenAI's Language Model API with Google's Colab/3. API Authentication.mp4 45.25 MB
25. Query OpenAI's Language Model API with Google's Colab/4. Creating a Completion.mp4 114.59 MB
25. Query OpenAI's Language Model API with Google's Colab/5. Time Complexity.mp4 71.82 MB
25. Query OpenAI's Language Model API with Google's Colab/6. Bonus Use Case White Paper Summarization.mp4 78.8 MB
26. Create an AI Powered Web App with OpenAI, Streamlit/1. Introduction .mp4 98.27 MB
26. Create an AI Powered Web App with OpenAI, Streamlit/2. What is Streamlit .mp4 81.15 MB
26. Create an AI Powered Web App with OpenAI, Streamlit/3. What is Streamlit Community Cloud .mp4 32.25 MB
26. Create an AI Powered Web App with OpenAI, Streamlit/4. Designing an AI Web App .mp4 78.5 MB
26. Create an AI Powered Web App with OpenAI, Streamlit/5. HungryBear Non-production Code .mp4 110.57 MB
26. Create an AI Powered Web App with OpenAI, Streamlit/6. HungryBear Production Code Part 1 .mp4 64.04 MB
26. Create an AI Powered Web App with OpenAI, Streamlit/7. HungryBear Production Code Part 2 .mp4 133.31 MB
3. Set Up a Data Science Development Environment/1. Introduction .mp4 37.3 MB
3. Set Up a Data Science Development Environment/2. Install Anaconda macOS .mp4 64.05 MB
3. Set Up a Data Science Development Environment/3. Install Anaconda Windows .mp4 29.03 MB
3. Set Up a Data Science Development Environment/4. Virtual Environments with Conda .mp4 50.55 MB
3. Set Up a Data Science Development Environment/5. Install Jupyter Notebook .mp4 64.27 MB
3. Set Up a Data Science Development Environment/6. Starting a Jupyter Notebook and Session .mp4 66.41 MB
3. Set Up a Data Science Development Environment/7. Closing a Jupyter Notebook Session .mp4 13.58 MB
3. Set Up a Data Science Development Environment/8. Explore Visual Code for Data Science .mp4 45.88 MB
4. Explore Python Data Types for Data Science/1. Introduction -3.mp4 24.85 MB
4. Explore Python Data Types for Data Science/2. Primitive & Non-Primitive Data Types, Part 1 Conda Environment and GitHub .mp4 34.96 MB
4. Explore Python Data Types for Data Science/3. Primitive & Non-Primitive Data Types, Part 2 Data Types in Jupyter Notebook .mp4 60.92 MB
4. Explore Python Data Types for Data Science/4. Numbers Integers and Floats .mp4 43.71 MB
4. Explore Python Data Types for Data Science/5. Text Strings and Bools .mp4 36.7 MB
4. Explore Python Data Types for Data Science/6. Collections Lists .mp4 43.31 MB
4. Explore Python Data Types for Data Science/7. Collections Dictionaries .mp4 132.09 MB
4. Explore Python Data Types for Data Science/8. Collections Tuples, and Sets .mp4 61.57 MB
5. Explore Strings and Sequences for Data Science/1. Introduction .mp4 44.6 MB
5. Explore Strings and Sequences for Data Science/2. Working with Variables .mp4 42.73 MB
5. Explore Strings and Sequences for Data Science/3. Leaving Comments .mp4 31.62 MB
5. Explore Strings and Sequences for Data Science/4. Working with Strings .mp4 96.02 MB
5. Explore Strings and Sequences for Data Science/5. String Formatting .mp4 33.67 MB
5. Explore Strings and Sequences for Data Science/6. Indexing .mp4 52.69 MB
5. Explore Strings and Sequences for Data Science/7. Slicing .mp4 58.96 MB
6. Explore Math Operators and LaTex for Data Science/1. Introduction .mp4 32.71 MB
6. Explore Math Operators and LaTex for Data Science/2. Python and Math .mp4 81.54 MB
6. Explore Math Operators and LaTex for Data Science/3. Math Operators .mp4 69.11 MB
6. Explore Math Operators and LaTex for Data Science/4. Boolean Values .mp4 30.75 MB
6. Explore Math Operators and LaTex for Data Science/5. Built-in Python Functions .mp4 77.63 MB
6. Explore Math Operators and LaTex for Data Science/6. Scientific Notation .mp4 46.05 MB
6. Explore Math Operators and LaTex for Data Science/7. LaTex for Equations and Formulas .mp4 59.28 MB
7. Write Reusable Python Functions for Data Science/1. Introduction .mp4 23.98 MB
7. Write Reusable Python Functions for Data Science/2. Comparison and Logical Operators .mp4 88.8 MB
7. Write Reusable Python Functions for Data Science/3. Writing Functions .mp4 74.39 MB
7. Write Reusable Python Functions for Data Science/4. If statements and Functions .mp4 80.12 MB
7. Write Reusable Python Functions for Data Science/5. Understanding Functions .mp4 71.3 MB
7. Write Reusable Python Functions for Data Science/6. Pseudocode .mp4 66.19 MB
7. Write Reusable Python Functions for Data Science/7. Asking for Input .mp4 67.15 MB
8. Write Loops to Automate Tasks for Data Science/1. Introduction - Loops to Automate Tasks .mp4 21.11 MB
8. Write Loops to Automate Tasks for Data Science/2. Functions Review .mp4 81.88 MB
8. Write Loops to Automate Tasks for Data Science/3. if Statements Part 1 .mp4 123.5 MB
8. Write Loops to Automate Tasks for Data Science/4. if Statements Part 2 .mp4 88.66 MB
8. Write Loops to Automate Tasks for Data Science/5. for Loops .mp4 58.45 MB
8. Write Loops to Automate Tasks for Data Science/6. while Loops .mp4 56.19 MB
8. Write Loops to Automate Tasks for Data Science/7. Challenge .mp4 112.7 MB
9. Use Python Built-In Methods for Data Science/1. Introduction Python Built-in Methods .mp4 46.95 MB
9. Use Python Built-In Methods for Data Science/2. List Review .mp4 107.09 MB
9. Use Python Built-In Methods for Data Science/3. List Methods .mp4 71.9 MB
9. Use Python Built-In Methods for Data Science/4. Dictionary Review .mp4 53.54 MB
9. Use Python Built-In Methods for Data Science/5. Dictionary Methods .mp4 53.52 MB
9. Use Python Built-In Methods for Data Science/6. Numpy and Pandas .mp4 95.42 MB
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