Learn Python for Data Science
📚 Top pick Python courses for data science: ➡️ DataCamp Python Data Fundamentals (best if you're brand new, ~15 hrs): https://datacamp.pxf.io/B52zaJ ➡️ DataCamp Associate Data Scientist in Python (full job-ready path, ~90 hrs): https://datacamp.pxf.io/m42X37 Learning Python for data science doesn't have to feel overwhelming, but most roadmaps either skip too much or throw everything at you at once. In this video, I break down exactly how I'd learn Python if I were starting from scratch in 2025: which libraries to learn, in what order, how long it actually takes, and how to use AI tools to accelerate your learning without accidentally skipping the fundamentals that matter on the job. Whether you're completely new to coding or you've tried learning Python before and stalled out, this is the roadmap I wish someone had handed me when I started. What we cover: ✔️ What Python actually looks like in a real data science job ✔️ The core library stack (NumPy, Pandas, Matplotlib, Seaborn, Scikit-learn) and why the order matters ✔️ How to use AI tools like ChatGPT and Claude to learn faster, and where they quietly backfire for beginners ✔️ A realistic timeline: how long this actually takes with consistent practice ✔️ The phase-by-phase roadmap I'd follow today ✔️ How to know when you're genuinely ready to apply for jobs 👩🏻💻About Me: Hi, I’m Maggie, a 27-year-old data scientist living in Toronto. After quitting my tech job, I’m currently on a one-year sabbatical pursuing entrepreneurship and content creation full-time. On my channel, you’ll find Python coding tutorials, navigating career and life in my 20s, and advice on breaking into data science. I recently launched a podcast The Time I Left My 9 to 5 where I'm super excited to bring you different perspectives and experiences on people who have left their 9-5 at some point in their career. 📲 Let's connect! instagram: https://www.instagram.com/maggieindata podcast: https://linktr.ee/maggieindata linkedin: https://www.linkedin.com/in/y-maggie-ma/ weekly data newsletter: https://maggieindata.substack.com discord: https://discord.com/invite/DSKykW5bAQ 🔔 Subscribe for weekly breakdowns on AI, careers, and what's actually happening in the job market.
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