Skip to main content
Graph
Search
fr
en
Login
Search
All
Categories
Concepts
Courses
Lectures
MOOCs
People
Quizes
Exercises
Publications
Startups
Units
Show all results for
Home
Lecture
Biases, ML performance and adversarial ML threats
Graph Chatbot
Related lectures (38)
Machine Learning at the Atomic Scale
Log in to Mediaspace to watch this video
Explores simple models, electronic structure evaluation, and machine learning at the atomic scale.
Document Analysis: Topic Modeling
Log in to Mediaspace to watch this video
Explores document analysis, topic modeling, and generative models for data generation in machine learning.
Supervised Learning: Classification Algorithms
Log in to Mediaspace to watch this video
Explores supervised learning in financial econometrics, emphasizing classification algorithms like Naive Bayes and Logistic Regression.
Dimensionality Reduction: PCA & t-SNE
Log in to Mediaspace to watch this video
Explores PCA and t-SNE for reducing dimensions and visualizing high-dimensional data effectively.
Image Classification: Decision Trees & Random Forests
Log in to Mediaspace to watch this video
Explores image classification using decision trees and random forests to reduce variance and improve model robustness.
Machine Learning Basics
Log in to Mediaspace to watch this video
Covers the basics of machine learning, including supervised and unsupervised techniques, linear regression, and model training.
Statistical Learning: Fundamentals
Log in to Mediaspace to watch this video
Introduces the fundamentals of statistical learning, covering supervised learning, decision theory, risk minimization, and overfitting.
Financial Time Series Analysis
Log in to Mediaspace to watch this video
Covers stylized facts of asset returns, summary statistics, testing for normality, Q-Q plots, and efficient market hypothesis.
Supervised Learning Fundamentals
Log in to Mediaspace to watch this video
Introduces the fundamentals of supervised learning, including loss functions and probability distributions.
Decision Trees: Classification
Log in to Mediaspace to watch this video
Explores decision trees for classification, entropy, information gain, one-hot encoding, hyperparameter optimization, and random forests.
Neural Networks: Training and Optimization
Log in to Mediaspace to watch this video
Explores neural network training, optimization, and environmental considerations, with insights into PCA and K-means clustering.
Deep Generative Models: Variational Autoencoders & GANs
Log in to Mediaspace to watch this video
Explores Variational Autoencoders and Generative Adversarial Networks for deep generative modeling.
Dimensionality Reduction
Log in to Mediaspace to watch this video
Introduces artificial neural networks and explores various dimensionality reduction techniques like PCA, LDA, Kernel PCA, and t-SNE.
Data Representations & Processing
Log in to Mediaspace to watch this video
Explores data representations, overfitting, model selection, cross-validation, and imbalanced data challenges.
Enterprise and Service-Oriented Architecture
Log in to Mediaspace to watch this video
Discusses solutions for business/IT alignment and the importance of updating business to IT models.
State Space Models: Expressivity of Transformers
Log in to Mediaspace to watch this video
Covers state space models and the expressivity of transformers in sequence copying tasks.
Natural Language Generation
Log in to Mediaspace to watch this video
Explores natural language generation, focusing on building systems that produce coherent text for human consumption using various decoding methods and evaluation metrics.
Topic Models: Understanding Latent Structures
Log in to Mediaspace to watch this video
Explores topic models, Gaussian mixture models, Latent Dirichlet Allocation, and variational inference in understanding latent structures within data.
Previous
Page 2 of 2
Next
