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Blog
Essays and guides from instructors and the AMIR Academy team, focused on learning well, not hype.
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Learning · Research
August 25, 2026·7 min read·By Md. Mehedi Hasan
Learn how raw data becomes a machine learning model through preparation, exploration, modeling, evaluation, and research-driven experimentation.
Learning · Research
August 26, 2026·12 min read·By Md. Mehedi Hasan
Learning · Research
August 26, 2026·5 min read·By Md. Mehedi Hasan
From raw business data to real world AI systems: how companies actually build, deploy, monitor and improve ML and DL models.
Learning · Research
August 25, 2026·6 min read·By Md. Mehedi Hasan
Can Mathematics or Statistics students build careers in AI? Explore MSc, PhD, research and job pathways from mathematical and statistical backgrounds.
Learning · Research
August 25, 2026·5 min read·By Md. Mehedi Hasan
Understand first, second, and last authorship, contribution, disputes, and ethical authorship in research.
Learning · Research
August 25, 2026·5 min read·By Md. Mehedi Hasan
Learn why data annotation matters, how datasets are labeled, and how high quality annotations directly affect AI model performance.
