3Blue1Brown (YouTube)
The best visual introduction to linear algebra ever made. Essential prerequisite for understanding ML math.
Essence of Linear Algebra - 3Blue1Brown is a comprehensive beginner-level resource offered by 3Blue1Brown, focused on building practical skills in data science and analytics. Whether you're a complete beginner looking to start a new career or a professional aiming to upgrade your skills, this resource provides a thorough learning experience.
Being a YouTube-based resource, this offers the flexibility of learning at your own pace. You can pause, rewind, and rewatch complex sections as many times as needed. The video format makes it easy to follow along with coding demonstrations, whiteboard explanations, and live examples. Many students prefer this format because it feels like having a personal tutor walking you through each concept. Comments sections often have additional tips and clarifications from other learners.
This resource covers topics essential for success in data science and analytics, including Python, SQL, Pandas, NumPy, data visualization, statistics, and machine learning basics. The curriculum is structured to build your knowledge progressively — starting with foundational concepts and advancing to real-world applications.
By the end, you should be able to:
Duration: Estimated duration: 5 hours of content, designed to be completed in 1-1 weeks at a comfortable pace.
No prior experience is required. This course starts from the absolute basics and gradually builds up complexity. A computer with internet access is all you need to get started.
This resource is designed for a wide audience:
Pricing: This resource is completely free with no hidden charges.
Completing this resource and building related skills can prepare you for roles such as Data Analyst, Business Analyst, Data Scientist, Analytics Engineer. Realistic salary bands in India (2025-2026), based on Naukri/AmbitionBox data:
Actual offers vary heavily by city, company tier, and how strong your portfolio or interview performance is. Companies actively hiring in this space include TCS, Infosys, Flipkart, Amazon, Swiggy, Zomato, PhonePe.
The data science industry in India is projected to grow at 27% CAGR through 2028. Companies across all sectors — from banking (HDFC, ICICI) to e-commerce (Flipkart, Amazon) to healthcare (Practo, PharmEasy) — are building data teams. India currently has a shortage of 200,000+ data professionals, making this one of the best fields to enter right now. Cities like Bangalore, Hyderabad, Pune, and Gurgaon have the highest concentration of data science jobs.
3Blue1Brown is a popular educator with a proven track record of helping students achieve career goals. This particular resource has been selected by our editorial team based on:
We regularly review and update our recommendations to ensure they remain relevant and high-quality.
Be the first to review this resource