--- title: "Naguru Navya Nikhitha (@neuralnotes) | Hashnode" description: "AI & Data Science simplified — free resources, cheat sheets & roadmaps for beginners. Read the latest articles by Naguru Navya Nikhitha on Hashnode." url: "https://hashnode.com/@neuralnotes" --- @neuralnotes # Naguru Navya Nikhitha @neuralnotes · Hyderabad, India · Joined May 2026 AI & Data Science simplified — free resources, cheat sheets & roadmaps for beginners ### [Machine Learning Complete Guide — Roadmap, Concepts, Careers and Projects 2026](https://neuralnotes-ai.hashnode.dev/machine-learning-complete-guide-roadmap-concepts-careers-and-projects-2026?utm_source=hashnode&utm_medium=feed) What is ML, supervised vs unsupervised, top ML careers, and 5 beginner projects — everything in one complete guide. 7 min read · [neuralnotes-ai.hashnode.dev](https://neuralnotes-ai.hashnode.dev/machine-learning-complete-guide-roadmap-concepts-careers-and-projects-2026?utm_source=hashnode&utm_medium=feed) [Jun 11](https://hashnode.com/posts/machine-learning-complete-guide-roadmap-concepts-careers-and-projects-2026/6a2a2e3ce3087611cfb5e6e7) ### [AI Complete Guide — What It Is, Skills, Careers and Projects for Beginners 2026](https://neuralnotes-ai.hashnode.dev/ai-complete-guide-what-it-is-skills-careers-and-projects-for-beginners-2026?utm_source=hashnode&utm_medium=feed) What is AI, AI vs ML vs Deep Learning, top AI skills, careers, and beginner projects — everything in one complete guide. 7 min read · [neuralnotes-ai.hashnode.dev](https://neuralnotes-ai.hashnode.dev/ai-complete-guide-what-it-is-skills-careers-and-projects-for-beginners-2026?utm_source=hashnode&utm_medium=feed) [Jun 10](https://hashnode.com/posts/ai-complete-guide-what-it-is-skills-careers-and-projects-for-beginners-2026/6a28b9a4d4fb00bd32056cf5) ### [Data Analytics Complete Guide — Roadmap, Tools, and Career Paths for 2026](https://neuralnotes-ai.hashnode.dev/data-analytics-complete-guide-roadmap-tools-and-career-paths-for-2026?utm_source=hashnode&utm_medium=feed) Data Analyst roadmap, Excel vs SQL, Power BI vs Tableau, and Analyst vs Business Analyst — everything in one guide. 7 min read · [neuralnotes-ai.hashnode.dev](https://neuralnotes-ai.hashnode.dev/data-analytics-complete-guide-roadmap-tools-and-career-paths-for-2026?utm_source=hashnode&utm_medium=feed) [Jun 9](https://hashnode.com/posts/data-analytics-complete-guide-roadmap-tools-and-career-paths-for-2026/6a27f2f87a2c86369b477cd5) ### [Data Science vs Data Analytics vs Data Engineering — What's the Difference?](https://neuralnotes-ai.hashnode.dev/data-science-vs-data-analytics-vs-data-engineering-what-s-the-difference?utm_source=hashnode&utm_medium=feed) Data Science, Data Analytics, or Data Engineering — what's the difference? Skills, salaries, and which path fits you best. 5 min read · [neuralnotes-ai.hashnode.dev](https://neuralnotes-ai.hashnode.dev/data-science-vs-data-analytics-vs-data-engineering-what-s-the-difference?utm_source=hashnode&utm_medium=feed) [Jun 8](https://hashnode.com/posts/data-science-vs-data-analytics-vs-data-engineering-what-s-the-difference/6a26c12af139b7ba45dc6a19) ### [Welcome to Neural Notes: Your Weekly Data Science Learning Calendar](https://neuralnotes-ai.hashnode.dev/welcome-to-neural-notes-your-weekly-data-science-learning-calendar?utm_source=hashnode&utm_medium=feed) A structured weekly learning plan covering Data Science, Data Analytics, AI, Machine Learning, Data Engineering, and Statistics for beginners. 3 min read · [neuralnotes-ai.hashnode.dev](https://neuralnotes-ai.hashnode.dev/welcome-to-neural-notes-your-weekly-data-science-learning-calendar?utm_source=hashnode&utm_medium=feed) [Jun 7](https://hashnode.com/posts/welcome-to-neural-notes-your-weekly-data-science-learning-calendar/6a2507db330a70d7e76429d9)