NPTEL — National Programme on Technology Enhanced Learning

Hypothesis testing in linear regression

Examines inference in linear regression and warns that increasingly flexible polynomial fits can overfit. The checked R discussion also distinguishes uncertainty about a fitted mean from prediction uncertainty for a new observation.

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NPTEL — National Programme on Technology Enhanced Learning Speaker not established intermediate Duration unknown

Why it is here

Helps separate fitting the available observations, estimating a relationship and predicting a new case.

Selection basis: institutional collection. Reason checked 2026-11-07 by agent.

Source and access

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1024-byte range from the officially listed MP4, HTTP 206, matching content range and MP4 header. No full playback or decoding; YouTube availability is unknown.

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accessible · official media range
Checked
2026-11-07
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No
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Level basis
Editorial judgement, not an official difficulty label. The inspected discussion assumes a regression model, coefficients, residual variability and interval estimates.
Transcript
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Provenance and reuse

NPTEL — National Programme on Technology Enhanced Learning; original source https://nptel.ac.in/courses/103106120. Link to official source, title, attribution and original atlas annotations. Do not copy source code, rehost video, or copy full course prose into the public export.. Links, factual metadata and original navigation annotations only. No source page, transcript, image, video or restricted platform metadata is included in the reusable export.

  1. nptel-download-inventory-3b1195bab4db29fc

    Official download inventory maps this course and lesson to the MP4 alternative; source title agreement recorded. Retrieved 2026-11-07.

  2. nptel-media-5fbb05020691cb2d

    The first 1 KiB of the official source-listed MP4 was accessible with a valid MP4 header. This is not full playback, decoding, watching, or an assurance about every byte. Retrieved 2026-11-07.

  3. nptel-source-9f56fef8aefd9490

    ordered lecture title and parent-course syllabus; no video viewed or transcript read Retrieved 2026-11-07.

  4. nptel-transcript-103106120-17

    Selected excerpts only: segment 0 (header) first 198 characters; segment 1 (00:09) first 0 characters; segment 8 (13:37) first 1400 characters; segment 14 (34:51) first 1400 characters. No complete transcript reading or full video viewing claimed. Retrieved 2026-11-07.

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