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[ WebToolTip.com ] Udemy - Python for Data Analysts - The Complete Flagship

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Description

Python for Data Analysts: The Complete Flagship


https://WebToolTip.com


Published 7/2026

Created by Snowbrix Academy

MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz, 2 Ch

Level: Beginner | Genre: eLearning | Language: English | Duration: 98 Lectures ( 10h 15m ) | Size: 3 GB


From your first line of Python to pandas, SQL, stats, ML, AI-augmented workflows, and a real capstone.


What you'll learn

⚡ Write real, idiomatic Python — control flow, functions, data structures, comprehensions, error handling — without copy-pasting from Stack Overflow

⚡ Clean, reshape, merge, and time-index messy real-world data in pandas at production quality, not toy-CSV quality

⚡ Replace slow, fragile Excel workflows with short, reproducible Python scripts

⚡ Pull data directly from SQL databases and REST APIs into pandas instead of manual exports

⚡ Produce publication-quality static charts and interactive dashboards, and tell a clear story with them

⚡ Apply correct statistical reasoning — distributions, hypothesis tests, A/B tests, regression — avoiding the most common analyst-level mistakes

⚡ Build and interpret a basic forecasting/classification model with scikit-learn, and know when NOT to reach for ML

⚡ Use AI tools (ChatGPT/Claude/Copilot) as a Python co-pilot while retaining independent analytical judgment

⚡ Automate a recurring report end-to-end: pull, clean, analyze, chart, schedule, deliver

⚡ Work with performance-conscious pandas, and know when to reach for Polars/DuckDB, so a multi-million-row file doesn't crash a laptop

⚡ Talk about all of the above in an analytics interview the way a senior analyst does — trade-offs, not just syntax


Requirements

❗ No programming experience required — this course starts from your very first line of Python

❗ Basic spreadsheet/Excel familiarity is helpful (we translate concepts directly from Excel) but not required

❗ A computer with an internet connection — Google Colab (used throughout) needs nothing installed

❗ No cost: Python, Colab, Anaconda, and every library used in this course are free and open-source

❗ Curiosity about your own data — bring a real spreadsheet or dataset from your job if you have one

File list
  • [ WebToolTip.com ] Udemy - Python for Data Analysts - The Complete Flagship
  • ~Get Your Files Here !/1 - Why Python, Why Now (The Analyst's Turning Point)/1. The Day Excel Broke.mp4 35.3 MB
  • ~Get Your Files Here !/1 - Why Python, Why Now (The Analyst's Turning Point)/2. Get Running in 10 Minutes.mp4 30.3 MB
  • ~Get Your Files Here !/1 - Why Python, Why Now (The Analyst's Turning Point)/3. Thinking Like a Programmer.mp4 37 MB
  • ~Get Your Files Here !/10 - Pandas IV Time Series for Analysts/38. Dates & Times.mp4 43.2 MB
  • ~Get Your Files Here !/10 - Pandas IV Time Series for Analysts/39. Resampling & Rolling Windows.mp4 9.3 MB
  • ~Get Your Files Here !/10 - Pandas IV Time Series for Analysts/40. Time-Based Analysis Patterns.mp4 46.4 MB
  • ~Get Your Files Here !/11 - Pandas V Performance & When to Reach Further/41. Vectorize, Don't Iterate.mp4 52.3 MB
  • ~Get Your Files Here !/11 - Pandas V Performance & When to Reach Further/42. Memory & Chunking.mp4 9.2 MB
  • ~Get Your Files Here !/11 - Pandas V Performance & When to Reach Further/43. Polars & DuckDB -- When Pandas Isn't Enough.mp4 35.4 MB
  • ~Get Your Files Here !/12 - Data Visualization I Matplotlib Foundations/44. The Grammar of a Chart.mp4 41 MB
  • ~Get Your Files Here !/12 - Data Visualization I Matplotlib Foundations/45. Formatting for Humans.mp4 46.6 MB
  • ~Get Your Files Here !/13 - Data Visualization II Seaborn & Statistical Plots/46. Distributions & Relationships.mp4 25.5 MB
  • ~Get Your Files Here !/13 - Data Visualization II Seaborn & Statistical Plots/47. Categorical Comparisons & Heatmaps.mp4 25 MB
  • ~Get Your Files Here !/14 - Data Visualization III Interactive & Dashboards/48. Plotly for Interactivity.mp4 23.8 MB
  • ~Get Your Files Here !/14 - Data Visualization III Interactive & Dashboards/49. Streamlit Micro-Dashboards.mp4 18.8 MB
  • ~Get Your Files Here !/15 - Data Storytelling & Presentation/50. The 'So What' Framework.mp4 33.2 MB
  • ~Get Your Files Here !/15 - Data Storytelling & Presentation/51. Chart Annotation for Non-Technical Audiences.mp4 34.9 MB
  • ~Get Your Files Here !/15 - Data Storytelling & Presentation/52. Choosing the Right Chart for the Message.mp4 34.5 MB
  • ~Get Your Files Here !/16 - Excel + Python Bridging the Two Worlds/53. Reading Writing Excel at Scale.mp4 43.2 MB
  • ~Get Your Files Here !/16 - Excel + Python Bridging the Two Worlds/54. xlwings — Driving Excel from Python.mp4 18.2 MB
  • ~Get Your Files Here !/16 - Excel + Python Bridging the Two Worlds/55. Replacing Fragile Workbooks.mp4 52.8 MB
  • ~Get Your Files Here !/17 - SQL + Python Databases Without Manual Exports/56. Connecting to a Database.mp4 37.3 MB
  • ~Get Your Files Here !/17 - SQL + Python Databases Without Manual Exports/57. Writing Back.mp4 31.1 MB
  • ~Get Your Files Here !/17 - SQL + Python Databases Without Manual Exports/58. SQL vs Pandas.mp4 26.3 MB
  • ~Get Your Files Here !/18 - APIs & Web Data/59. HTTP & requests Fundamentals.mp4 19.1 MB
  • ~Get Your Files Here !/18 - APIs & Web Data/60. Working with REST APIs.mp4 37.8 MB
  • ~Get Your Files Here !/18 - APIs & Web Data/61. Web Scraping Basics & Ethics.mp4 30.2 MB
  • ~Get Your Files Here !/19 - Statistics for Analysts I Foundations/62. Descriptive Statistics Why the Average Salary Lies.mp4 17.4 MB
  • ~Get Your Files Here !/19 - Statistics for Analysts I Foundations/63. Distributions Why Wait Times Never Look Like a Bell Curve.mp4 30.1 MB
  • ~Get Your Files Here !/19 - Statistics for Analysts I Foundations/64. Sampling & Confidence Intervals The Assumption Every KPI Hides.mp4 37.3 MB
  • ~Get Your Files Here !/2 - Python Fundamentals I Variables, Types, Logic/4. Variables & Data Types.mp4 29.1 MB
  • ~Get Your Files Here !/2 - Python Fundamentals I Variables, Types, Logic/5. Operators & Expressions.mp4 32.3 MB
  • ~Get Your Files Here !/2 - Python Fundamentals I Variables, Types, Logic/6. Control Flow.mp4 29.3 MB
  • ~Get Your Files Here !/2 - Python Fundamentals I Variables, Types, Logic/7. Loops.mp4 35.3 MB
  • ~Get Your Files Here !/2 - Python Fundamentals I Variables, Types, Logic/8. Jupyter Magic Commands.mp4 28.3 MB
  • ~Get Your Files Here !/20 - Statistics for Analysts II Inference & Testing/65. Hypothesis Testing t-tests, Chi-Square, and the P-Value Trap.mp4 43.1 MB
  • ~Get Your Files Here !/20 - Statistics for Analysts II Inference & Testing/66. A B Testing in Practice The Checkout Button Test.mp4 30.8 MB
  • ~Get Your Files Here !/20 - Statistics for Analysts II Inference & Testing/67. Correlation & Simple Regression Correlation Is Not Causation.mp4 31.1 MB
  • ~Get Your Files Here !/21 - Light ML & Forecasting for Analysts/68. When ML Is (and Isn't) the Right Tool.mp4 34.8 MB
  • ~Get Your Files Here !/21 - Light ML & Forecasting for Analysts/69. Scikit-Learn Basics Train, Predict, and Not Fool Yourself.mp4 30.6 MB
  • ~Get Your Files Here !/21 - Light ML & Forecasting for Analysts/70. Forecasting Sales and Demand Trend, Seasonality, and a Real Range.mp4 18 MB
  • ~Get Your Files Here !/21 - Light ML & Forecasting for Analysts/71. Classification for Analysts Churn, Conversion, and the Accuracy Trap.mp4 37.9 MB
  • ~Get Your Files Here !/22 - AI-Augmented Analytics for Analysts/72. LLMs as Your Python Co-Pilot.mp4 19.6 MB
  • ~Get Your Files Here !/22 - AI-Augmented Analytics for Analysts/73. AI-Assisted Debugging.mp4 20.8 MB
  • ~Get Your Files Here !/22 - AI-Augmented Analytics for Analysts/74. Prompt Engineering for Data Tasks.mp4 10.6 MB
  • ~Get Your Files Here !/22 - AI-Augmented Analytics for Analysts/75. Copilot in Jupyter VS Code.mp4 8.7 MB
  • ~Get Your Files Here !/22 - AI-Augmented Analytics for Analysts/76. The AI Analyst Workflow.mp4 31.5 MB
  • ~Get Your Files Here !/23 - Automation & Scheduling/77. Writing a Script, Not a Notebook.mp4 19.4 MB
  • ~Get Your Files Here !/23 - Automation & Scheduling/78. Scheduling.mp4 34.8 MB
  • ~Get Your Files Here !/23 - Automation & Scheduling/79. Emailing Reports.mp4 35.5 MB
  • ~Get Your Files Here !/24 - Working with Bigger Data/80. Chunked Reading.mp4 38.8 MB
  • ~Get Your Files Here !/24 - Working with Bigger Data/81. DuckDB for Analysts.mp4 37.9 MB
  • ~Get Your Files Here !/25 - Tooling, Git & Reproducibility/82. Virtual Environments & Package Management.mp4 30.4 MB
  • ~Get Your Files Here !/25 - Tooling, Git & Reproducibility/83. Git Basics for Analysts.mp4 29.4 MB
  • ~Get Your Files Here !/25 - Tooling, Git & Reproducibility/84. Notebook Hygiene & Testing.mp4 35.8 MB
  • ~Get Your Files Here !/26 - Recap & Bridge/85. The Analyst's Toolkit So Far.mp4 47.3 MB
  • ~Get Your Files Here !/27 - Case Studies Real Company-Shaped Problems/86. Marketing Analytics.mp4 35.7 MB
  • ~Get Your Files Here !/27 - Case Studies Real Company-Shaped Problems/87. Finance Ops Reporting.mp4 36.2 MB
  • ~Get Your Files Here !/27 - Case Studies Real Company-Shaped Problems/88. E-commerce Funnel Analysis.mp4 36.7 MB
  • ~Get Your Files Here !/27 - Case Studies Real Company-Shaped Problems/89. Product Analytics.mp4 52.6 MB
  • ~Get Your Files Here !/28 - BI Integration/90. Feeding Power BI Tableau from Python.mp4 46.3 MB
  • ~Get Your Files Here !/28 - BI Integration/91. Building a Self-Serve Streamlit App.mp4 32.7 MB
  • ~Get Your Files Here !/29 - Career & Interview Playbook/92. The Analyst Interview.mp4 38.8 MB
  • ~Get Your Files Here !/29 - Career & Interview Playbook/93. Building a Portfolio Project.mp4 37.4 MB
  • ~Get Your Files Here !/29 - Career & Interview Playbook/94. Career Framing.mp4 29.6 MB
  • ~Get Your Files Here !/3 - Python Fundamentals II Functions & Robustness/10. Error Handling.mp4 32.8 MB
  • ~Get Your Files Here !/3 - Python Fundamentals II Functions & Robustness/11. Modules & Imports.mp4 34 MB
  • ~Get Your Files Here !/3 - Python Fundamentals II Functions & Robustness/12. Debugging Muscle.mp4 2.7 MB
  • ~Get Your Files Here !/3 - Python Fundamentals II Functions & Robustness/9. Functions.mp4 39.8 MB
  • ~Get Your Files Here !/30 - Capstone End-to-End Analyst Project/95. Build Walkthrough Part 2.mp4 52 MB
  • ~Get Your Files Here !/30 - Capstone End-to-End Analyst Project/96. Build Walkthrough Part 3.mp4 45.7 MB
  • ~Get Your Files Here !/30 - Capstone End-to-End Analyst Project/97. Capstone Brief.mp4 36.3 MB
  • ~Get Your Files Here !/30 - Capstone End-to-End Analyst Project/98. Build Walkthrough Part 1.mp4 50.4 MB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/1. Module 1 Check Why Python, Why Now.html 25.3 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/10. Module 10 Check Pandas IV Time Series for Analysts.html 27.6 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/11. Module 11 Check Pandas V Performance & When to Reach Further.html 28.5 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/12. Module 12 Check Data Visualization I Matplotlib Foundations.html 27.3 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/13. Module 13 Check Data Visualization II Seaborn & Statistical Plots.html 25.4 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/14. Module 14 Check Data Visualization III Interactive & Dashboards.html 24.8 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/15. Module 15 Check Data Storytelling & Presentation.html 24.8 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/16. Module 16 Check Excel + Python Bridging the Two Worlds.html 25.3 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/17. Module 17 Check SQL + Python Databases Without Manual Exports.html 25.3 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/18. Module 18 Check APIs & Web Data.html 25.1 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/19. Module 19 Check Statistics for Analysts I Foundations.html 27.1 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/2. Module 2 Check Python Fundamentals I Variables, Types, Logic.html 24.1 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/20. Module 20 Check Statistics for Analysts II Inference & Testing.html 27.3 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/21. Module 21 Check Light ML & Forecasting for Analysts.html 28.4 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/22. Module 22 Check AI-Augmented Analytics for Analysts.html 27.5 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/23. Module 23 Check Automation & Scheduling.html 26.5 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/24. Module 24 Check Working with Bigger Data.html 27.7 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/25. Module 25 Check Tooling, Git & Reproducibility.html 26.3 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/26. Module 26 Check Recap & Bridge.html 25.3 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/27. Module 27 Check Case Studies Real Company-Shaped Problems.html 27.1 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/28. Module 28 Check BI Integration.html 26.4 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/29. Module 29 Check Career & Interview Playbook.html 26.5 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/3. Module 3 Check Python Fundamentals II Functions & Robustness.html 25.5 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/30. Module 30 Check Capstone End-to-End Analyst Project.html 27.8 KB
  • ~Get Your Files Here !/31 - Module Quizzes (Optional Review)/4. Module 4 Check Data Structures Every Analyst Needs.html 25.3 KB

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