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11667
14:17
18.04.2025
Useful websites to practice and enhance your data analytics skills
👇👇
1. Python
http://learnpython.org
2. SQL
https://www.sql-practice.com/
3. Excel
https://excel-practice-online.com/
4. Power BI
https://www.workout-wednesday.com/power-bi-challenges/
5. Quiz and Interview Questions
https://whatsapp.com/channel/0029VaGgzAk72WTmQFERKh02
Haven't shared lot of resources to avoid too much distraction
Just focus on the basics, practice learnings and work on building projects to improve your skills.
Thats the best way to learn in my opinion 😄
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12665
14:06
20.04.2025
Free Courses/ Certifications for a full-stack career in 2025:
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https://bit.ly/3PI8JWB
3. Front-end libraries https://freecodecamp.org/learn/front-end-development-libraries/
5. Back-end and APIs
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18:59
20.04.2025
Learn for free ✅
HTML — https://www.w3schools.com/html
CSS — http://CSS-tricks.com
JavaScript — http://LearnJavaScript.online
DSA --- https://t.me/dsabooks/21
Git, GitHub -- http://LearnGitBranching.js.org
React — http://React-tutorial.app
API — http://RapidAPI.com/comics
SQL — http://SQLbolt.com
Python -- https://t.me/pythondevelopersindia/76
Data Science -- https://t.me/datalemur
PHP --- https://bit.ly/3QkY3wW
ML -- https://developers.google.com/machine-learning/crash-course
ChatGPT -- https://t.me/aisigma
AI -- http://microsoft.github.io/AI-For-Beginners
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16052
07:19
21.04.2025
Complete Python Programming Roadmap for Beginners
Stage 1: Python Fundamentals (Week 1–2)
Goals:
- Understand basic syntax and structure.
- Get comfortable with writing and running Python code.
Topics:
- Variables, Data Types (int, float, str, bool)
- Input/Output
- Operators
- If-Else Conditions
- Loops (for, while)
- Basic Functions
Practice Platforms:
- W3Schools Python
- Replit
- Python Exercises
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Goals:
- Learn to store and manipulate data efficiently.
Topics:
- Lists, Tuples
- Sets, Dictionaries
- String manipulation
- List comprehensions
Mini Projects:
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- Contact book using dictionary
Practice:
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- LeetCode Easy Python Problems
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Goals:
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- Learn to debug and handle exceptions.
Topics:
- Creating & calling functions
- *args and **kwargs
- Try-Except blocks
- Reading/writing files (.txt, .csv)
- Working with with open(...)
Mini Projects:
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Stage 4: Modules, Libraries & OOP Basics (Week 7–8)
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- Understand Object-Oriented Programming and use Python libraries.
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- Creating your own modules
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- init, methods, inheritance
Mini Projects:
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- Basic Library System
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Goals:
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Ideas:
- Weather App using API
- Simple Expense Tracker
- Rock-Paper-Scissors Game
- Number Guessing Game with levels
Bonus Tips:
- Keep a GitHub Repo to track progress.
- Ask questions on forums like Stack Overflow or Reddit’s r/learnpython.
- Use ChatGPT to get code explanations or help debugging.
- Schedule 1 hour daily for coding + 30 mins for review.
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20.05.2025
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20.05.2025
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- SQL for Data Analytics
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- Intro to Data Visualisation
- SQL courses with Certificate
- Freecodecamp Python Course
- 365DataScience
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- Free SQL Resources
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Like this post if it helps 😄❤️
ENJOY LEARNING 👍👍
14181
14:52
20.05.2025
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9167
22:23
06.06.2025
Data Science Detailed Roadmap
|
| | |-- Fundamentals
| |-- Introduction to Data Science
| | |-- What is Data Science?
| | |-- Roles: Analyst vs Scientist vs Engineer
| | |-- Data Science Workflow
| |-- Math and Statistics
| | |-- Descriptive & Inferential Statistics
| | |-- Probability Theory
| | |-- Linear Algebra & Calculus Basics
| |-- Programming for Data Science
| |-- Python
| | |-- Variables, Loops, Functions
| | |-- NumPy, Pandas, Matplotlib, Seaborn
| |-- R Programming (Optional but Useful)
| | |-- Data Manipulation with dplyr, tidyr
| | |-- Visualization with ggplot2
| |-- SQL
| | |-- SELECT, WHERE, GROUP BY, JOINS
| | |-- Subqueries and Window Functions
| |-- Data Wrangling & Preprocessing
| |-- Cleaning and Handling Missing Data
| |-- Data Transformation & Encoding
| |-- Feature Engineering
| |-- Working with APIs and Web Scraping
| |-- Data Visualization
| |-- Exploratory Data Analysis (EDA)
| |-- Visualization Tools
| | |-- Python: Seaborn, Plotly
| | |-- BI Tools: Power BI, Tableau
| |-- Machine Learning
| |-- Supervised Learning
| | |-- Linear Regression
| | |-- Classification (Logistic Regression, Decision Trees, SVM)
| |-- Unsupervised Learning
| | |-- Clustering (K-Means, DBSCAN)
| | |-- Dimensionality Reduction (PCA, t-SNE)
| |-- Model Evaluation
| | |-- Cross-validation, Confusion Matrix
| | |-- ROC-AUC, Precision, Recall, F1 Score
| |-- Deep Learning & Neural Networks
| |-- Introduction to Neural Networks
| |-- Frameworks: TensorFlow, Keras, PyTorch
| |-- CNNs for Image Data
| |-- RNNs & LSTMs for Time Series / Text
| |-- Projects & Real-World Applications
| |-- End-to-End ML Projects
| |-- Kaggle Competitions
| |-- Case Studies (Retail, Finance, Healthcare)
| |-- Big Data & Cloud Tools | |-- Introduction to Big Data
| | |-- Hadoop, Spark
| |-- Cloud Platforms
| | |-- AWS, GCP, Azure (S3, EC2, BigQuery, SageMaker)
| |-- Data Engineering Basics
| |-- ETL Pipelines
| |-- Workflow Automation with Airflow
| |-- Data Warehousing (Snowflake, Redshift)
| |-- Natural Language Processing (NLP)
| |-- Text Preprocessing
| |-- Bag of Words, TF-IDF
| |-- NLP Libraries (NLTK, spaCy)
| |-- Transformers (BERT, GPT)
| |-- Time Series Analysis
| |-- Trends, Seasonality, Forecasting
| |-- ARIMA, Prophet
| |-- LSTM for Time Series
| |-- Model Deployment
| |-- Building Web Apps (Streamlit, Flask)
| |-- Model Serialization (Pickle, joblib)
| |-- Deploy to Cloud (Heroku, AWS, GCP)
| |-- Soft Skills & Career Prep
| |-- Resume Projects and Portfolio
| |-- Git and GitHub for Version Control
| |-- Interview Preparation
| |-- Communication & Storytelling with Data
| |-- Bonus Topics
| |-- Reinforcement Learning Basics
| |-- Ethics in AI & Data Privacy
| |-- MLOps and CI/CD for Data Science
| |-- Community & Growth
| |-- Kaggle, GitHub, LinkedIn
| |-- Contributing to Open Source
| |-- Blogging / Sharing Your Learnings
Free Resources to learn Data Science
Python Free Course
Machine Learning Crash Course
Data Science Course
Google Cloud Generative AI Path
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ENJOY LEARNING👍👍
5082
22:57
19.06.2025
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