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August 2018

Resource-efficient ML in 2 KB RAM for the Internet of Things

Prateek Jain

August 21 @ 2:00 pm - 3:00 pm
E18-304

Abstract: We propose an alternative paradigm for the Internet of Things (IoT) where machine learning algorithms run locally on severely resource-constrained edge and endpoint devices without necessarily needing cloud connectivity. This enables many scenarios beyond the pale of the traditional paradigm including low-latency brain implants, precision agriculture on disconnected farms, privacy-preserving smart spectacles, etc. Towards this end, we develop novel tree and kNN based algorithm, called Bonsai and ProtoNN, for efficient prediction on IoT devices -- such as those based…

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September 2018

Stochastics and Statistics Seminar

Dejan Slepcev (Carnegie Mellon University)

September 7 @ 11:00 am - 12:00 pm
E18-304

MIT Statistics and Data Science Center host guest lecturers from around the world in this weekly seminar.

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Data Science and Big Data Analytics: Making Data-Driven Decisions

September 10
Online

Developed by 10 MIT faculty members at IDSS, this seven-week course is specially designed for data scientists, business analysts, engineers and technical managers looking to learn strategies to harness data. Offered by MIT xPRO. Course begins Sept 10, 2018.

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Stochastics and Statistics Seminar

Gregory Wornell (MIT)

September 14 @ 11:00 am - 12:00 pm
E18-304

MIT Statistics and Data Science Center host guest lecturers from around the world in this weekly seminar.

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Stochastics and Statistics Seminar

Boaz Nadler (Weizmann Institute)

September 21 @ 11:00 am - 12:00 pm
E18-304

MIT Statistics and Data Science Center host guest lecturers from around the world in this weekly seminar.

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Stochastics and Statistics Seminar

Jingbo Liu (MIT)

September 28 @ 11:00 am - 12:00 pm
E18-304

MIT Statistics and Data Science Center host guest lecturers from around the world in this weekly seminar.

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October 2018

Stochastics and Statistics Seminar

Tselil Schramm (Harvard University)

October 5 @ 11:00 am - 12:00 pm
E18-304

MIT Statistics and Data Science Center host guest lecturers from around the world in this weekly seminar.

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Stochastics and Statistics Seminar

John Duchi (Stanford University)

October 12 @ 11:00 am - 12:00 pm
E18-304

MIT Statistics and Data Science Center host guest lecturers from around the world in this weekly seminar.

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Data Science and Big Data Analytics: Making Data-Driven Decisions

October 15

Developed by 10 MIT faculty members at IDSS, this seven-week course is specially designed for data scientists, business analysts, engineers and technical managers looking to learn strategies to harness data. Offered by MIT xPRO. Course begins Oct. 15, 2018.

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Stochastics and Statistics Seminar

Aukosh Jagannath (Harvard University)

October 19 @ 11:00 am - 12:00 pm

MIT Statistics and Data Science Center host guest lecturers from around the world in this weekly seminar.

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