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MEData Science Roadmap with Gen AI!! Save it & Share it
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#datascience #course #roadmap #generativeai #2026
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#Data Science With Python Course
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SUComment ‘Projects’ to get 5 Data Scientist Project ideas and a plan 👩🏻💻
♻️ repost to share with friends. Here is how to become a data scientist in 2026 and beyond 📈 the original video was 4 min Andi had to cut it down to 3 because instagram. Should I do a part 3v
what are other skills that you would add to the list and let me know what I should cover in the next video 👩🏻💻
#datascientist #datascience #python #machinelearning #sql #ai
@sundaskhalidd
1.1M
THHere’s a roadmap to help you go from a software engineer to a data scientist 👩💻 👇
If you’re tired of writing vanilla apps and want to build ML systems instead, this one’s for you.
Step 1 – Learn Python and SQL (not Java, C++, or JavaScript).
→ Focus on pandas, numpy, scikit-learn, matplotlib
→ For SQL: use LeetCode or StrataScratch to practice real-world queries
→ Don’t just write code—learn to think in data
Step 2 – Build your foundation in statistics + math.
→ Start with Practical Statistics for Data Scientists
→ Learn: probability, hypothesis testing, confidence intervals, distributions
→ Brush up on linear algebra (vectors, dot products) and calculus (gradients, chain rule)
Step 3 – Learn ML the right way.
→ Do Andrew Ng’s ML course (Deeplearning.ai)
→ Master the full pipeline: cleaning → feature engineering → modeling → evaluation
→ Read Elements of Statistical Learning or Sutton & Barto if you want to go deeper
Step 4 – Build 2–3 real, messy projects.
→ Don’t follow toy tutorials
→ Use APIs or scrape data, build full pipelines, and deploy using Streamlit or Gradio
→ Upload everything to GitHub with a clear README
Step 5 – Become a storyteller with data.
→ Read Storytelling with Data by Cole Knaflic
→ Learn to explain your findings to non-technical teams
→ Practice communicating precision/recall/F1 in simple language
Step 6 – Stay current. Never stop learning.
→ Follow PapersWithCode (it's now sun-setted, use huggingface.co/papers/trending, ArXiv Sanity, and follow ML practitioners on LinkedIn
→ Join communities, follow researchers, and keep shipping new experiments
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Save this for later.
Tag a friend who’s trying to make the switch.
[software engineer to data scientist, ML career roadmap, python for data science, SQL for ML, statistics for ML, data science career guide, ML project ideas, data storytelling, becoming a data scientist, ML learning path 2025]
@the.datascience.gal
11.4K
VOComment "DATA" for the links.
You Will Never Struggle With Data Science Again
📌 Learn the most important foundations with these beginner-friendly resources:
1️⃣ Learn Python for Data Science – FreeCodeCamp’s full beginner course
2️⃣ Essence of Linear Algebra – 3Blue1Brown’s visual, intuitive playlist
3️⃣ Statistics – A Full Lecture (2025) – step-by-step breakdown of core stats concepts
Stop feeling overwhelmed by Python, statistics, or linear algebra. These tutorials simplify the fundamentals of Data Science with clear explanations, visuals, and real-world examples.
Whether you’re preparing for a career in Data Science, getting into machine learning, or just curious about data analysis, this is the fastest way to finally understand how it all fits together.
Save this post, share it, and turn confusion into clarity with Python, Stats, and Linear Algebra for Data Science 📊
@volkan.js
1.3M
SWIf I was a beginner learning to code, I would use this Python roadmap step by step for beginners 💪 #coding #codingforbeginners #learntocode #codingtips #cs #python #computerscience #usemassive
@swerikcodes
111.0K
DAYour Complete Data Science Roadmap in 11 Videos 🚀
🔖Save this post → Your future self will thank you
Stop jumping between courses. These 11 playlists cover EVERYTHING you need to become job-ready in Data Science & AI:
📊 Foundation Layer:
→ Python for Data Science - Nicholas Renotte (5hrs)
→ DSA in Python - CampusX (Mega Video)
→ Statistics for Data Science - Krish Naik (6hrs)
💼 Data Analytics Stack:
→ Ultimate Data Analyst Bootcamp - Alex The Analyst (24hrs) SQL | Excel | Tableau | Power BI | Python | Azure
🤖 Machine Learning & Deep Learning:
→ 100 Days of ML - CampusX
→ 100 Days of DL - CampusX
→ Neural Networks: Zero to Hero - Andrej Karpathy
⚡ Modern AI Stack:
→ FastAPI - Tech With Tim
→ Generative AI with LangChain - CampusX
→ Agentic AI with LangGraph - CampusX
Bonus: → Databricks Data Engineer Certification - FreeCodeCamp
Each playlist = One skill mastered. Follow this sequence, build projects alongside, and you'll have a portfolio that stands out.
All videos are FREE. No excuses. Just consistent effort.
Which skill are you starting with? Drop it in comments 👇
📲 Follow @datasciencebrain #datasciencebrain for Daily Notes 📝, Tips ⚙️ and Interview QA🏆
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[datascienceroadmap, airoles, mlengineerpath, datasciencejobs, analyticscareer, datatechskills, mlopsengineer, dataengineerskills, aiindustrytrends, techlearningguide]
#datascience #machinelearning #python #ai #dataanalytics #artificialintelligence #deeplearning #bigdata #agenticai #aiagents #statistics #dataanalysis #datavisualization #analytics #datascientist #neuralnetworks #100daysofcode #genai #llms #datasciencebootcamp
@datasciencebrain
2.0M
JESave these fun python games for later! Learning to code for data science and data analytics doesn’t have to be boring😉
CodeMonkey:
https://www.codemonkey.com/courses/banana-tales/
Codewars:
https://www.codewars.com/collections/basic-python
CodeCombat:
https://codecombat.com/play
CheckiO
https://py.checkio.org/
#python #coding #programming #learn #pythondeveloper #tech #games #dataanalytics #datascience
@jessramosdata
30.5K
_P🐍Learning Python with AI
🔸️In this class, we're training students to learn Python faster with AI collaboration!
🔸️Here, Aidan uses ChatGPT to recreate a version of the classic arcade game Asteroids.
🔸️This is Aidan's 12th day of Python programming.
🔸️"But WAIT, if students don't learn procedural and syntax fundamentals, they'll never be able to troubleshoot their own code!"
🔸️Yes. I agree with you. I'm teaching them the basics and not overlooking the critical fundamentals. You're right.
🔸️Also, it's important to show them the capabilities offered through collaborating with a powerful tool and how to use it as a learning aid, ather than a shortcut. This is critical!
@cvcc.va
@a3_automate
🔸️Do you think programming is still a valuable skill given modern technology?
@_papamurph
78.8K
KU5 Data Science Projects That will actually get you Hired, With Tutorials
Building a Three-Model, Real-Time Fraud Detection System with FastAPI
Predictive Maintenance using Machine Learning
Customer Segmentation Using Machine Learning (K-Means Clustering) – Full Python Data Science Project
Fraud Detection Using Machine Learning – Full Python Data Science Project (94% Accuracy)
Data Science & Machine Learning Projects by CodeBasics Channel
More details in bio
{kushal vijay, careerguidance, data science projects, viral, trending, project ideas, templates, microsoft, coding projects, data science jobs, ml projects}
#codingprojects #careerguidance #viral #trending #kushalvijay #career
@kushal_vijay_
914.2K
VEDATA SCIENCE ROADMAP FROM GOOGLE DATA SCIENTISTS
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#datascience #google #nodaysoff #AI #sql #python #roadmap #cheatsheet
@vee_daily19
136.2K
LII took a data science course in under grad but at this point have truly forgotten everything 🤓 I also did R for research during COVID and genuinely had a lot of fun learning about it!
Comment “scientist” and I’ll send you all the courses + resources I have saved for anyone who wants to do computational biology/ bioinformatics or simply learn!
Big shoutout to my friend @bymudra 🫶🏻
[student, computational biology, bioinformatics, AI, coding, python, R, genomics, free courses, STEM, scientist]
#scientist #stem #career #careeropportunities #student #phd #ai #bioinformatics #coding #python #r #code #university #learning
@lifescience_in
455.9K
HAInput and typecasting in python
Join daily free live classes of PYTHON on HappyCoding YouTube channel
Offline batches are starting very soon in Jaipur!
#prishu #happycoding#happycodingwithprishu #programming #python #prishugawalia
@happycoding_with_prishu
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