Deep Learning in Life Sciences - Lecture 02 - Machine Learning Foundations (Spring 2021)
Spring 2021 Prof. Manolis Kellis
Deep Learning in the Life Sciences / Computational Systems Biology
Playlist:
Latest slides and course today:
Spring 2021 slides and materials:
0:00 Lecture overview
1:15 What is machine learning?
4:50 Machine learning notation and terminology
14:24 Types of machine learning
18:45 Objective functions
27:08 Optimizing the objective function
29:40 Training, validation, and test sets
35:24 Performance measures for classification: confusion matrix, ROC
39:50 Performance measures for regression: Pearson, Spearman
42:22 Significance tests
46:12 Multiple hypothesis
48:23 Correlation is not causation
52:30 Traditional neural networks
57:20 Non-linearity
1:02:07 Training a neural network: back-propagation, gradient-based learning
1:13:30 Controlling model complexity
1:14:57 Model capacity
1:15:35 Generalizability
1:19:30 Improving
8 views
15
4
1 month ago 00:08:50 1
Just Dance 2025 Edition - The Making Of
2 months ago 00:16:17 1
The Ultimate Email Extractor in 2024 🚀
2 months ago 00:18:51 1
Chosen Ones‼ Why You Presence INTIMIDATE The Demons! (Know Why?)
2 months ago 01:16:30 1
#1 Neurosurgeon: How to Manifest Anything You Want & Unlock the Unlimited Power of Your Mind
2 months ago 01:04:57 1
A Message from the Stars (1111hz) | 1 hour handpan music | Malte Marten
2 months ago 00:15:42 1
WAKING UP AT 3 am? Warning🚨 THIS IS SERIOUS!!
2 months ago 00:09:12 1
неделя жизни в Эдинбурге: пилатес, дом, IKEA, осенняя Шотландия
2 months ago 00:19:09 1
The Cult Of Taylor Swift
2 months ago 00:04:33 1
Tai Chi for Ultimate Wellness: Relieve Fatigue, Alleviate Pain, and Boost Overall Health
2 months ago 00:02:11 1
No Rest for the Wicked - Overview Trailer
2 months ago 00:05:09 1
Scorpions - House of Cards, AriesEdition
2 months ago 00:26:19 1
Jerrari: The Unbelievable Jeep-Ferrari Hybrid from Bill Harrah’s Collection | Jay Leno’s Garage
2 months ago 00:06:58 4
BDSM 101: Can I learn how to deepthroat?
2 months ago 00:14:24 1
What Women Really Think About Deep Throat
2 months ago 00:03:56 1
How Can I Learn to Deep Throat?
2 months ago 00:08:41 1
HOW TO DEEP THROAT | Get Her to Deep Throat You & Give You Epic Blow Jobs
2 months ago 00:02:08 1
Dragon Age: The Veilguard | Official Reveal Trailer
2 months ago 00:04:42 1
Here I Go Again - Whitesnake (Alyona cover)
2 months ago 00:08:36 1
5 Ableton Live 11 Tips for Deep & Hypnotic Techno
2 months ago 01:00:21 1
Ron Carroll Live From Chicago USA - Groove Culture DJs Sessions 05/04/2020
2 months ago 00:13:28 1
Fighting DIRTY to avoid the ground | An MDS instructor’s guide.
2 months ago 00:24:33 1
Win 90% of fights with an ARM DRAG? | Street Moves with Cliff Odette
2 months ago 00:55:48 1
30 Years Homesteading in Europe - Farming, Self-Sufficiency, Freedom 🇫🇷