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Mentee Question

Asked by Milind Saini

Please give me the proper road map to Ai/ml engineer with resources from where I should study.

Mentors Answer

Answered By Mentor Nikita Singh

Hi Milind,


You can upskill yourself in AI/ML using below roadmap in 4-6 months.


Becoming an AI/ML engineer starts with a solid foundation in mathematics and statistics, including topics like linear algebra, calculus, probability, and statistics. Learning to program, preferably in Python, is essential. Resources like Khan Academy, MIT OpenCourseWare can help you with these foundational skills. Additionally, grasp fundamental data structures and algorithms from platforms like GeeksforGeeks and HackerRank.


Once you've built a strong base, dive into machine learning basics, covering supervised and unsupervised learning, regression, classification, and clustering. Andrew Ng's Machine Learning course on Coursera and books like "Introduction to Machine Learning with Python" are excellent starting points. Progress to deep learning concepts, understanding neural networks, backpropagation, and optimization algorithms with resources such as the Deep Learning Specialization on Coursera by Andrew Ng and Fast.ai courses.


As you gain confidence, explore advanced topics like ensemble methods, reinforcement learning, and natural language processing (NLP). Books like "Reinforcement Learning" and specialized courses from institutions like Stanford University on Coursera will be valuable. Familiarize yourself with deep learning frameworks like TensorFlow and PyTorch.


For cracking AI/ML interviews, you can read my blog 'Top Interview Questions for AI/ML roles in MAANG' which will help you in interview preparation.


Feel free to connect with me for 1:1 LTM mentorship at Preplaced, where I can help you with personalized preparation, project guidance, resume building and mock interviews.



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