Multi-Agent Collective Intelligence with Active Inference (Part 1)
Enterprise Industry
Bayesian Inference
Active Inference
RxInfer
Python
Dynamic Trading using Active Inference (Part 2)
Investment Industry
Inventory Management
Bayesian Inference
Active Inference
RxInfer
Julia
PythonCall
Python
Dynamic Trading using Active Inference (Part 1)
Investment Industry
Inventory Management
Powell Unified Framework
Reinforcement Learning
Python
RxInfer
Visualizing Forney Factor Graphs when using RxInfer (Part 5)
Bayesian Inference
Active Inference
TikZ
RxInfer
Julia
Visualizing Forney Factor Graphs when using RxInfer (Part 4)
Bayesian Inference
Active Inference
TikZ
RxInfer
Julia
Visualizing Forney Factor Graphs when using RxInfer (Part 3)
Bayesian Inference
Active Inference
TikZ
RxInfer
Julia
Visualizing Forney Factor Graphs when using RxInfer (Part 2)
Bayesian Inference
Active Inference
TikZ
RxInfer
Julia
Visualizing Forney Factor Graphs when using RxInfer (Part 1)
Bayesian Inference
Active Inference
GraphViz
RxInfer
Julia
Sales Forecasting with Time-Varying Autoregressive Models (Part 4)
Retail Industry
Bayesian Inference
Autoregressive (AR) Models
Active Inference
RxInfer
Julia
Sales Forecasting with Time-Varying Autoregressive Models (Part 3)
Retail Industry
Bayesian Inference
Autoregressive (AR) Models
Active Inference
RxInfer
Julia
Sales Forecasting with Time-Varying Autoregressive Models (Part 2)
Retail Industry
Bayesian Inference
Autoregressive (AR) Models
Active Inference
RxInfer
Julia
Sales Forecasting with Time-Varying Autoregressive Models (Part 1)
Retail Industry
Bayesian Inference
Autoregressive (AR) Models
Active Inference
RxInfer
Julia
Hidden Markov Model with Control (Part 2)
Bayesian Inference
Active Inference
RxInfer
Julia
Hidden Markov Model with Control (Part 1)
Bayesian Inference
Active Inference
RxInfer
Julia
Watching Paint Dry with Active Inference
Specialty Trade Contractors Industry
Bayesian Inference
Active Inference
RxInfer
Julia
T-maze Active Inference - Policy Inference (Part 1b)
Bayesian Inference
Active Inference
RxInfer
Julia
T-maze Active Inference - Policy Inference (Part 1a)
Bayesian Inference
Active Inference
RxInfer
Julia
Fly a Drone to a Target using Active Inference
Aerospace Industry
Bayesian Inference
Active Inference
RxInfer
Julia
Under the Radar with Active Inference
Military Industry
Bayesian Inference
Active Inference
RxInfer
Julia
District Manager Engagements Analyzed with Active Inference
Retail Industry
Bayesian Inference
Active Inference
Hidden Markov Model
RxInfer
Julia
A Litter Model using Active Inference
Urban Management Industry
Bayesian Inference
Active Inference
RxInfer
Julia
Automatic and optimal shift scheduling using Reinforcement Learning (Part 5)
Retail Industry
Scheduling
Powell Unified Framework
Reinforcement Learning
Python
Automatic and optimal shift scheduling using Reinforcement Learning (Part 4)
Retail Industry
Scheduling
Powell Unified Framework
Reinforcement Learning
Python
Automatic and optimal shift scheduling using Reinforcement Learning (Part 3)
Retail Industry
Scheduling
Powell Unified Framework
Reinforcement Learning
Python
Automatic and optimal shift scheduling using Reinforcement Learning (Part 2)
Retail Industry
Scheduling
Powell Unified Framework
Reinforcement Learning
Python
Automatic and optimal shift scheduling using Reinforcement Learning (Part 1)
Retail Industry
Scheduling
Powell Unified Framework
Reinforcement Learning
Python
Manage Fractional HR Resources with Reinforcement Learning
Consulting Industry
Management Industry
Powell Unified Framework
Reinforcement Learning
Python
Car Rental Operations using the Powell Unified Framework (Part 2)
Automotive Industry
Car Rental Industry
Powell Unified Framework
Reinforcement Learning
Python
Car Rental Operations using the Powell Unified Framework (Part 1)
Automotive Industry
Car Rental Industry
Powell Unified Framework
Reinforcement Learning
Python
Dynamic Trading
Investment Industry
Inventory Management
Powell Unified Framework
Reinforcement Learning
Python
Asset Selling
Investment Industry
Inventory Management
Powell Unified Framework
Reinforcement Learning
Python
Blood Management in a Hospital
Using the Powell Unified Framework & Sequential Decision Analytics to find ongoing optimal decisions
Healthcare Industry
Inventory Management
Powell Unified Framework
Reinforcement Learning
Python
CVXOPT
Linear Programming
Demand Simulation of a Consumer Product
Marketing Industry
Marketing
Powell Unified Framework
Python
Learning the best medical treatment
Healthcare Industry
Optimal Treatment
Powell Unified Framework
Reinforcement Learning
Multi-Armed Bandits
Python
Dealership Inventory Management using the Powell Unified Framework (Part 5)
Automotive Industry
Inventory Management
Powell Unified Framework
Reinforcement Learning
Gymnasium
Python
Dealership Inventory Management using the Powell Unified Framework (Part 4)
Automotive Industry
Inventory Management
Powell Unified Framework
Reinforcement Learning
Python
Dealership Inventory Management using the Powell Unified Framework (Part 3)
Automotive Industry
Inventory Management
Powell Unified Framework
Reinforcement Learning
Python
Dealership Inventory Management using the Powell Unified Framework (Part 2)
Automotive Industry
Inventory Management
Powell Unified Framework
Reinforcement Learning
Python
Dealership Inventory Management using the Powell Unified Framework (Part 1)
Automotive Industry
Inventory Management
Powell Unified Framework
Reinforcement Learning
Python
Energy Storage using the Powell Unified Framework (Part 4)
Energy Storage
Powell Unified Framework (PUF)
Reinforcement Learning (RL)
Energy Storage using the Powell Unified Framework (Part 3)
Energy Storage
Powell Unified Framework (PUF)
Reinforcement Learning (RL)
Energy Storage using the Powell Unified Framework (Part 2)
Energy Storage
Powell Unified Framework (PUF)
Reinforcement Learning (RL)
Energy Storage using the Powell Unified Framework (Part 1)
Energy Storage
Powell Unified Framework (PUF)
Reinforcement Learning (RL)
Next Best Action (NBA) modeling with Reinforcement Learning
Advertizing Industry
Marketing Industry
Customer Journey
Next Best Action
Reinforcement Learning
Powell Unified Framework
Gymnasium
Ray
RLlib
Python
An RL Approach for Inventory Management (Part 11)
Inventory Management
Markov Decision Process
TD
QLearning
An RL Approach for Inventory Management (Part 10)
Inventory Management
Markov Decision Process
TD
SARSA
An RL Approach for Inventory Management (Part 8)
Inventory Management
Markov Decision Process
TD
An RL Approach for Inventory Management (Part 7)
Inventory Management
Markov Decision Process
MC
An RL Approach for Inventory Management (Part 6)
Inventory Management
Markov Decision Process
Python
An RL Approach for Inventory Management (Part 5)
Inventory Management
Function Approximation
Python
An RL Approach for Inventory Management (Part 4)
Inventory Management
Markov Decision Process
Python
An RL Approach for Inventory Management (Part 3)
Inventory Management
Markov Decision Process
Python
Solve Dynamic Programming Algorithms using Fixed-Point Theory
Dynamic Programming
Fixed Point Theory
Markov Process
An RL Approach for Inventory Management (Part 2)
Inventory Management
Markov Reward Process
Python
An RL Approach for Inventory Management (Part 1)
Inventory Management
Markov Process
Python
Synthetic Commodity Price Data
Investment Industry
Markov property
Python
Customer Churn using Survival Analysis (Part 2)
Marketing Industry
Survival Analysis
Customer Churn
scikit-survival
Dynamic Portfolio Management with Multi-Armed Bandits
Investment Industry
Reinforcement Learning
Multi-Armed Bandits
Ray RLlib
OpenAI Gym
Dynamic Portfolio Management with Deep Reinforcement Learning (Portfolio of Fidelity® Funds)
Investment Industry
Reinforcement Learning
A2C
PPO
OpenAI Gym
finrl
stable baselines3
pyfolio
Dynamic Portfolio Management with Deep Reinforcement Learning
Investment Industry
Reinforcement Learning
A2C
PPO
OpenAI Gym
finrl
stable baselines3
pyfolio
Predict Contribution Effort (Part 1)
Translation Industry
Regression
AWS-Sagemaker
Spark
EMR
koalas
Managing Investor Decisions with Reinforcement Learning
Investment Industry
Reinforcement Learning
DDPG
OpenAI Gym
TensorFlow
TF-Agents
Luganda Translation Engine
Translation Industry
Neural Machine Translation
PyTorch
opennmt
Python
pandas
statsmodels
plotly
seaborn
matplotlib
java
Time-series Classification (Deep Learning to Classify Flight Profiles)
Airline Industry
Deep Learning
Timeseries
Image Classification
Computer Vision
CNN
RNN
Python
fastai
Matlab
Real-time Capture of Airline Data from OpenSky
Airline Industry
ADS-B
API
Python
urllib
NLP Topic Modeling using LSI, LDA, and HDP
NLP
Topic Modeling
Network Analysis
Python
gensim
spacy
pyLDAvis
igraph
Network Analysis on the Bali network
Network Analysis
Python
igraph
Network Analysis on USA Airports
Airline Industry
Network Analysis
Community Detection
Visualization
R
Using Visualization to Make an Effective Case for Using a Machine Translation Tool
Translation Industry
Visualization
Python
seaborn
Critique of a Data Product (Annual Report)
Translation Industry
Data Product
Visualization
Time-series Regression (Deep Learning to Detect Change Points)
Airline Industry
Deep Learning
Timeseries
Image Regression
CNN
RNN
Python
fastai
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