nairakhilsukuma's repositories
CMU11785-Deep-Learning
Projects on AI topics like speech recognition, face recognition, and neural machine translation + Projects on engineering my own version of PyTorch libraries and optimization methods from scratch.
examples-pse
Example Python code, Jupyter Notebooks, and other files for the IDAES PSE
Model-Predictive-Control
Model Predictive control is used in Industries across varied processes for ensuring control of target variables while manipulating inputs. We try to explore different paradigms of such control infrastructures to add stability and improve convergence on a multivariable system
PythonDataScienceHandbook
Python Data Science Handbook: full text in Jupyter Notebooks
superstructure
This is a model formulation to optimize the structure of a carbon capture system. The main objective of the model is to minimize the total cost, which includes capital, operating, maintenance, utilities, and power costs to achieve at least a 90% CO2 capture target.
AI-For-Beginners
12 Weeks, 24 Lessons, AI for All!
amazon-braket-examples
Example notebooks that show how to apply quantum computing in Amazon Braket.
Circular-Plastics-MINLP
Circular Plastics Superstructure.
Complete-Python-3-Bootcamp
Course Files for Complete Python 3 Bootcamp Course on Udemy
Computer-Vision-Video-Lectures
A curated list of free, high-quality, university-level courses with video lectures related to the field of Computer Vision.
cvxopt
CVXOPT -- Python Software for Convex Optimization
dwsim
DWSIM is a Steady-State and Dynamic Sequential Modular Chemical Process Simulator for Windows, Linux and macOS.
GAMS-to-python
Conversions of GAMS CGE models to python pyomo.
Gaussian-Process-based-Model-Predictive-Control
Project for the course "Statistical Learning and Stochastic Control" at University of Stuttgart
gdplib
An open library of Generalized Disjunctive Programming (GDP) models
idaes-pse
The IDAES Process Systems Engineering Framework
Model-Predictive-Control-ACControl
This project is to use Model Predictive Control (MPC) to drive a car in a game simulator. The server provides reference waypoints (yellow line in the demo video) via websocket, and we use MPC to compute steering and throttle commands to drive the car. The solution must be robust to 100ms latency, since it might encounter in real-world application.
modeling-examples-Day1
Gurobi modeling examples
QuIPML
Quantum Integer Programming and Machine Learning Course Website. 18-819F 47-779/785 CMU Fall 2021