This is surely great Devendra sir from the perspective of complete resource guide for the career. It'll be truly helpful in a greater way if you could provide with some sequence of learning (like a roadmap) to follow for the foundational buildup.
Hi, I wanted to know what is the scope of Applied Optimization and Parallel Scientific Computing jobs in private companies in India and abroad. Can you pls help me with it
This is a difficult question. Probably operations research roles will be closest high volume jobs to applied optimization. Machine learning research roles can also be considered in the same category. Parallel computing and scientific computing probably the research roles at Intel or similar. Number of jobs will be less so in a way companies will be very selective. Probably look for a PhD.
TLDR: For applied research there is no requirements on degree. For well paid academic type research jobs (say FAIR or Google deep mind or Google brain, microsoft research) PhD is needed. For applied research, Master's is highly recommended but from my limited experience there is no restriction on degree. But usually it is correlated with knowledge. I have never met a fresher bachelor's student who is good at ML. How can they be.. without spending 1000+ hours reading a bit here and there. If you want a job where you publish papers masters can be required but having good papers in good conference will get you the job. Top research jobs pay well in this space but does require a PhD. Usually world class.
Introduction to Probability by Dimitri Bertsekas is a textbook used at many many universities. All of the statistics by Larry Wasserman for stats. Any good ML book also covers a bit of probability and statistics, like Probabilistic Machine Learning or Introduction to Statistical Learning or Elements of Statistical Learning.
@@mohammedaltaf4316 Arpit Bhayani has a course on system design for beginners and a different course for intermediate level. Also MLE roles have system design rounds. AS have ML design rounds. RU-vid is always an option. There are few good channels on RU-vid but can't remember right now.
The moment He said said after all this 6+ months of internship and then he got to knew that he knew nothing. AND here I am with a plan to become applied scientist in 8 Months🥲. Aree Koi hai Bachaa Lo Re. 🥲
