machine learning

3 Feature Engineering

#Machine Learning #Data Types

In the industry, we spend a lot of time working on feature engineering.

3 Learning Theories

#Machine Learning #Theory

4 Deep Autoregressive Network

#Machine Learning #Autoregressive Network

DARN

4 Measurement

#Machine Learning

Measurements in machine learning

5 DeepAR

#Machine Learning #Time Series #Deep Learning

Forecasting time series

5 State Space Models

#Machine Learning #Time Series #Sequential Data #HMM

The state space model is an important category of models for sequential data such as time series

5 Layer Norm

#Machine Learning

Layer norm

5 Neural Networks

#Machine Learning #Neural Networks

Knowledge cards on neural networks

6 Hidden Markov Model

#Machine Learning #Time Series #Sequential Data #HMM

The hidden Markov model, HMM, is a type of [[State Space Models]] State Space Models The state space …

6 Batch Norm

#Machine Learning

Batch norm

6 Some ML Workflow Frameworks

#Machine Learning #Workflow

Managing workflows in machine learning projects is not trivial.

7 Time Series Data Augmentation

#Machine Learning #Time Series #Sequential Data #Data Augmentation

8 Bayesian Methods

#Bayesian #Machine Learning

Machine learning based on bayesian statistics

12 Classification

#Machine Learning #Classification

14 Interpretability

#Machine Learning #Interpretability

Interpretability of models

19 Forecasting

#Time Series #Forecasting #Machine Learning

Forecasting is a widely used technique in both industry and science

Diffusion Models for Forecasting

#Machine Learning #Diffusion Model

Objective In a denoising diffusion model, given an input $\mathbf x^0$ drawn from a complicated and …

Level Set Forecaster

#Machine Learning #Time Series #Probabilistic

This note is a more detailed version of Algorithm 1 in: Hasson H, Wang B, Januschowski T, Gasthaus …

Conformal Time Series Forecasting

#Machine Learning #Time Series #Conformal Prediction #Probabilistic

Conformal time series forecasting is a probabilistic forecasting method using [[Conformal …

Learning Rate

#Machine Learning #Deep Learning #Basics #Learning Rate

Find a good learning rate