Introduction: Machine Design | Lecture Series
2 hours
6 lessons, 149 minutes in all, from YouTube.
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22 courses for “Model Evaluation — IIT Madras Lecture”
2 hours
6 lessons, 149 minutes in all, from YouTube.
30 hours
90 lessons, 1776 minutes in all, from NPTEL IIT Madras.
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56 hours
67 lessons, 3364 minutes in all, from NPTEL IIT Guwahati.
46 hours
49 lessons, 2755 minutes in all, from NPTEL IIT Delhi.
18 minutes
A 18-minute video from IIT KANPUR-NPTEL.
44 minutes
A 44-minute video from Jim Pytel.
5 hours
Five hours on MLOps: getting a model out of a notebook and keeping it running.
45 minutes
Forty-five minutes of scikit-learn, from fitting a model to scoring it.
32 minutes
A university lecture on evaluating a model: the measures, and what each one hides.
13 minutes
Thirteen minutes on how a model is judged, and why accuracy alone is rarely the answer.
22 minutes
How categorical columns become numbers a model can use, and what goes wrong when they do not.
1 hour
Natural Language Processing (NLP)
An hour on the step every NLP pipeline starts with: turning text into something a model can read.
13 hours
Sixteen lessons on turning raw columns into the features a model can use.
57 minutes
The opening lecture of MIT's introductory deep learning course.
1 hour
An hour on descriptive statistics: the measures that summarise a dataset before any model touches it.
1 lesson, about 2 hours
A single session on computer science, about 2 hours, published on YouTube by CS50. Watched here on the course page.
1 lesson, about 3 hours
A single session on computer science, about 3 hours, published on YouTube by CS50. Watched here on the course page.
1 lesson, about 4 hours
A single session on it & networking, about 4 hours, published on YouTube by Kunal Kushwaha. Watched here on the course page.
1 lesson, 8 minutes
An eight-minute introduction to machine learning: how a model learns from data, the difference between supervised and unsupervised learning, and where each is used.
10 hours
Lecture Series on Strategic Management by Prof.K.Chakravarti, Department of Industrial Engineering and Management, IIT Kharagpur.