🚀 Python Roadmap for Data Analytics 🐍📊🔥

🧠 STEP 1: Learn Python Basics
✔ Variables & Data Types
✔ Loops & Functions
✔ Lists, Tuples & Dictionaries
✔ File Handling
✔ Exception Handling

🛠 Tools to Learn:
✔ Jupyter Notebook
✔ Visual Studio Code

📊 STEP 2: Learn Data Handling
✔ Reading CSV & Excel Files
✔ Data Cleaning
✔ Handling Missing Values
✔ Data Transformation

🛠 Libraries to Learn:
✔ Pandas
✔ NumPy

📈 STEP 3: Learn Data Visualization
✔ Line Charts
✔ Bar Charts
✔ Pie Charts
✔ Heatmaps
✔ Interactive Dashboards

🛠 Visualization Libraries:
✔ Matplotlib
✔ Seaborn
✔ Plotly

🧠 STEP 4: Learn Statistics Basics
✔ Mean, Median & Mode
✔ Probability
✔ Correlation
✔ Hypothesis Testing
✔ A/B Testing

⚡ STEP 5: Learn SQL with Python
✔ Database Connections
✔ SQL Queries
✔ Fetching Data
✔ Data Integration

🛠 Libraries to Learn:
✔ sqlite3
✔ SQLAlchemy
✔ PyMySQL

🤖 STEP 6: Learn Basic Machine Learning
✔ Regression
✔ Classification
✔ Clustering
✔ Model Evaluation

🛠 Frameworks to Learn:
✔ Scikit-learn
✔ XGBoost

📂 STEP 7: Learn Automation & Reporting
✔ Automating Reports
✔ Excel Automation
✔ API Data Collection
✔ Scheduling Tasks

🛠 Libraries to Learn:
✔ openpyxl
✔ requests
✔ schedule

🔥 STEP 8: Build Real Projects
✔ Sales Data Analysis
✔ HR Analytics Dashboard
✔ Customer Churn Analysis
✔ Financial Analytics
✔ Netflix Dataset Analysis


Claim your Free $5 Bonus Here:
https://bit.ly/3wUxw09

LinkedIn profile 👇

https://www.linkedin.com/in/subarno-roy-3b2251374

Join our WhatsApp Channel 👇

https://whatsapp.com/channel/0029VbAi27y0lwghBe9mE42i

WhatsApp Community Link 👇

https://chat.whatsapp.com/HPJDqRr6G1sKQIqfdJF3pL

1️⃣ Big Data
📎 Channel Link:
[ https://t.me/bigdataofficial ]

---

2️⃣ Machine Learning
📎 Channel Link:
[ https://t.me/machinelearningofficial ]

---

3️⃣ Cloud Computing
📎 Channel Link:
[ https://t.me/cloudcomputing_official ]

---

4️⃣ Python
📎 Channel Link:
[ https://t.me/python_programming_resources ]

Share with your College Whatsapp Groups & Friends too