S1 E2 Tuning Neural Networks Normalization, Output Functions and Loss Functions
858 بار بازدید -
2 ماه پیش
-
Webseries #1: Comprehensive and Intuitive
Webseries #1: Comprehensive and Intuitive Introduction to Deep Learning -- Numbers and Text by @parthaseetala
SEASON 1 - EPISODE 2:
In this episode we'll learn about Input Normalization techniques and go through several use cases that can be solved using Deep Learning techniques. The use cases covered are -- (1) Regression, (2) Binary Classification, (3) Multi-class Classification, (4) Multi-label Classification, (5) Ranking
CHAPTERS
00:00:00 Introduction to Season 1 Episode 2
00:00:39 Tuning Input Layer -- Normalization
00:13:44 Tuning Output Layer
00:16:01 Use cases that can be solved using Deep Neural Networks
00:19:12 Regression use case overview
00:12:56 Single-output Regression use case
00:24:48 Multi-output Regression use case
00:45:41 Binary Classification use case
01:08:01 Multi-class Classification use case
01:26:06 Multi-label Classification use case
01:58:45 Ranking use case
02:23:57 Summary -- Cheat sheet for mapping Output/Loss functions to their respective use cases
02:25:39 Preview of next episode Season 1 Episode 3
PREV EPISODE: S1-E1: S1 E1 Intuitive introduction to Neura...
NEXT EPISODE: S1-E3: S1 E3 Tuning Neural Networks Hidde...
SEASON 1 - EPISODE 2:
In this episode we'll learn about Input Normalization techniques and go through several use cases that can be solved using Deep Learning techniques. The use cases covered are -- (1) Regression, (2) Binary Classification, (3) Multi-class Classification, (4) Multi-label Classification, (5) Ranking
CHAPTERS
00:00:00 Introduction to Season 1 Episode 2
00:00:39 Tuning Input Layer -- Normalization
00:13:44 Tuning Output Layer
00:16:01 Use cases that can be solved using Deep Neural Networks
00:19:12 Regression use case overview
00:12:56 Single-output Regression use case
00:24:48 Multi-output Regression use case
00:45:41 Binary Classification use case
01:08:01 Multi-class Classification use case
01:26:06 Multi-label Classification use case
01:58:45 Ranking use case
02:23:57 Summary -- Cheat sheet for mapping Output/Loss functions to their respective use cases
02:25:39 Preview of next episode Season 1 Episode 3
PREV EPISODE: S1-E1: S1 E1 Intuitive introduction to Neura...
NEXT EPISODE: S1-E3: S1 E3 Tuning Neural Networks Hidde...
2 ماه پیش
در تاریخ 1403/04/13 منتشر شده
است.
858
بـار بازدید شده