TGViewer
Data Science & Machine Learning Data Science & Machine Learning @datasciencefun · 77.8K subscribers
Post #3766 5.18K
✅ Data Science Learning Checklist 🧠🔬

📚 Foundations
⦁ What is Data Science & its workflow
⦁ Python/R programming basics
⦁ Statistics & Probability fundamentals
⦁ Data wrangling and cleaning

📊 Data Manipulation & Analysis
⦁ NumPy & Pandas
⦁ Handling missing data & outliers
⦁ Data aggregation & grouping
⦁ Exploratory Data Analysis (EDA)

📈 Data Visualization
⦁ Matplotlib & Seaborn basics
⦁ Interactive viz with Plotly or Tableau
⦁ Dashboard creation
⦁ Storytelling with data

🤖 Machine Learning
⦁ Supervised vs Unsupervised learning
⦁ Regression & classification algorithms
⦁ Model evaluation & validation (cross-validation, metrics)
⦁ Feature engineering & selection

⚙️ Advanced Topics
⦁ Natural Language Processing (NLP) basics
⦁ Time Series analysis
⦁ Deep Learning fundamentals
⦁ Model deployment basics

🛠️ Tools & Platforms
⦁ Jupyter Notebook / Google Colab
⦁ scikit-learn, TensorFlow, PyTorch
⦁ SQL for data querying
⦁ Git & GitHub

📁 Projects to Build
⦁ Customer Segmentation
⦁ Sales Forecasting
⦁ Sentiment Analysis
⦁ Fraud Detection

💡 Practice Platforms:
⦁ Kaggle
⦁ DataCamp
⦁ Datasimplifier

💬 Tap ❤️ for more!
  • ❤ 8
  • 🥰 2
More from @datasciencefun
  1. Oct 17, 2026Aggregate functions such as COUNT() generally cannot be used in WHERE. ✅ Correct: SELECT d…
  2. Oct 17, 2026🚀 Data Science Roadmap 2026 📍 Phase 3: SQL for Data Science 📖 Topic 7 — HAVING HAVING i…
  3. Oct 17, 2026𝗜𝗕𝗠 𝗙𝗥𝗘𝗘 𝗧𝗘𝗖𝗛 𝗖𝗢𝗨𝗥𝗦𝗘𝗦 𝟮𝟬𝟮𝟲! 🎓 Explore IBM Cognitive Class and build…
  4. Oct 16, 2026𝗗𝗮𝘁𝗮 𝘀𝗰𝗶𝗲𝗻𝗰𝗲 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗪𝗶𝘁𝗵 𝗔𝗜😍 Future Ready Data Scien…
  5. Oct 15, 2026Post #4665
  6. Oct 15, 2026Post #4664
Threads Profile ViewerView any public Threads profile without an account.Open ThreadLook →Writing with AI? Make it sound human.Metric37 rewrites AI drafts so they read naturally. Free AI detector, 1,500 words free.Try Metric37 →