Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Autoencoders
Search
uday kiran
May 03, 2020
Education
2
240
Autoencoders
I was given a presentation on autoencoders and how they work at tfug hyd webinar.
uday kiran
May 03, 2020
Tweet
Share
More Decks by uday kiran
See All by uday kiran
difference between mlops and devops
udaykondreddy
1
180
Machine learning projects fail in production
udaykondreddy
1
94
Best Websites To Find Data Science Jobs
udaykondreddy
1
58
Machine Learning Lifecycle
udaykondreddy
0
58
Feature scaling and when to use it
udaykondreddy
1
190
Deploy machine learning models 101
udaykondreddy
0
150
Introduction to tinyML
udaykondreddy
1
620
Introduction to Artificial Intelligence
udaykondreddy
0
430
Introduction to Machine Learning
udaykondreddy
0
470
Other Decks in Education
See All in Education
IMU-00 Pi
kanaya
0
370
今も熱いもの!魂を揺さぶる戦士の儀式:マオリ族のハカ
shubox
0
220
Open Source Summit Japan 2025のボランティアをしませんか
kujiraitakahiro
0
750
JPCERTから始まる草の根活動~セキュリティ文化醸成のためのアクション~
masakiokuda
0
200
(キラキラ)人事教育担当のつらみ~教育担当として知っておくポイント~
masakiokuda
0
110
Gaps in Therapy in IBD - IBDInnovate 2025 CCF
higgi13425
0
500
American Airlines® USA Contact Numbers: The Ultimate 2025 Guide
lievliev
0
240
2025年度春学期 統計学 第3回 クロス集計と感度・特異度,データの可視化 (2025. 4. 24)
akiraasano
PRO
0
170
Implicit and Cross-Device Interaction - Lecture 10 - Next Generation User Interfaces (4018166FNR)
signer
PRO
2
1.7k
2025.05.10 技術書とVoicyとわたし #RPALT
kaitou
1
230
モンテカルロ法(3) 発展的アルゴリズム / Simulation 04
kaityo256
PRO
7
1.4k
Constructing a Custom TeX Ecosystem for Educational Institutions—Beyond Academic Typesetting
doratex
1
12k
Featured
See All Featured
YesSQL, Process and Tooling at Scale
rocio
173
14k
Let's Do A Bunch of Simple Stuff to Make Websites Faster
chriscoyier
507
140k
Responsive Adventures: Dirty Tricks From The Dark Corners of Front-End
smashingmag
251
21k
Large-scale JavaScript Application Architecture
addyosmani
512
110k
GitHub's CSS Performance
jonrohan
1031
460k
Building Better People: How to give real-time feedback that sticks.
wjessup
367
19k
Intergalactic Javascript Robots from Outer Space
tanoku
271
27k
Why Our Code Smells
bkeepers
PRO
337
57k
Adopting Sorbet at Scale
ufuk
77
9.5k
[RailsConf 2023 Opening Keynote] The Magic of Rails
eileencodes
29
9.6k
Imperfection Machines: The Place of Print at Facebook
scottboms
267
13k
Cheating the UX When There Is Nothing More to Optimize - PixelPioneers
stephaniewalter
282
13k
Transcript
Autoencoders
What is an autoencoder
Important Properties 1. Data-specific 2. Lossy 3. Unsupervised
Encoder
Latent vector
Decoder
Autoencoder
Loss function
Autoencoders with TF Encoder
Autoencoders with TF Decoder
Autoencoders with TF Training
Applications of Autoencoders Image Reconstruction
Applications of Autoencoders Dimensionality reduction
Applications of Autoencoders Denoising data
Applications of Autoencoders Image colorization
Applications of Autoencoders Image/data generation
Applications of Autoencoders • Sequence to sequence prediction ◦ predict
the next frame of a video ◦ generate fake videos • Recommendation system • Feature Extraction • Image Compression • latent space clustering
1. Sparse Autoencoder 2. Autoencoder 3. Convolutional Autoencoder 4. Denoising
5. Sequence-to-sequence Autoencoder 6. Variational Autoencoder Types of Autoencoders
Any Questions??
Udaykiran.dev