optimization-techniques

Learn the ins and outs of efficiently serving Large Language Models (LLMs). Dive into optimization techniques, including KV caching and Low Rank Adapters (LoRA), and gain hands-on experience with Predibase’s LoRAX framework inference server.

text-generation batch-processing server-optimization model-serving model-acceleration inference-optimization optimization-techniques machine-learning-operations deep-learning-techniques model-inference-service performance-enhancement scalability-strategies serving-infrastructure large-scale-deployment

UpdatedApr 12, 2024
Jupyter Notebook

bhuvansun /primal-dual-optimization

Star4

Primal-Dual algorithm for smooth regularization of non-smooth optimization functions

gradient-descent adam-optimizer gaussian-kernel nesterov-accelerated-sgd tikhonov-regularization optimization-techniques primal-dual-algorithm chambolle-pock

UpdatedDec 9, 2023
MATLAB

rorofaiz /awesome-RLVR-boundary

Star4

🔍 Explore curated resources on Reinforcement Learning with Verifiable Rewards (RLVR) and the reasoning limits of Large Language Models (LLMs).

open-source data-science machine-learning reinforcement-learning performance-analysis code-examples algorithm-design developer-community optimization-techniques research-papers simulation-tools awesome-rlvr boundary-optimization rlvr-framework experimental-results

UpdatedNov 29, 2025

zrabhi /FRACT-OL

Star2

graphics imperative-programming optimization-techniques 2d-programming some-maths

UpdatedApr 12, 2022
C

Samya-S /Optimization-Techniques-Lab

Sponsor

Star2

Optimization Techniques Lab (MA39207)

cpp optimization-methods optimization-algorithms optimization-techniques

UpdatedNov 15, 2024
C++

prasanna00019 /Optimization-Methods

Star2

A collection of optimization methods in engineering applications (OMEA), implemented in Python — including linear, nonlinear and constrained, with examples.

optimization optimization-methods engineering-optimisation optimization-algorithms exhaustive-search simplex-method fibonacci-search optimization-techniques newton-method-n-dimension conjugate-gradient-optimization quasi-newton-method newton-raphson-method two-phase-simplex steepest-descent-method dichotomous-searching

UpdatedNov 7, 2025
Jupyter Notebook

KayvanShah1 /pos-tagging-hmm-adversarial-learning

Star1

This repository contains the implementation of a Part-of-Speech (POS) tagging system using Hidden Markov Models (HMMs) along with various decoding techniques and adversarial training strategies for sequence labeling tasks. Project for course DSCI 599 - Optimization Techniques for Data Science, Fall 2023

python viterbi-algorithm natural-language-processing decoding hidden-markov-model greedy-algorithm pos-tagging sequence-labeling adversarial-learning optimization-techniques wall-street-journal part-of-speech-tagging perturbation-methods

UpdatedDec 5, 2023
Python

djad04 /CompetitiveProgramming-codeforce-challenges-

Star1

This repository contains my solutions to various Codeforces contest problems, showcasing problem-solving skills in competitive programming. Each submission includes contest IDs, problem names, solution timestamps, and a performance analysis on execution speed and memory usage.

c cpp competitive-programming problem-solving codeforces-solutions data-structure-and-algorithm optimization-techniques cpp-solutions codeforces-contests

UpdatedJul 27, 2025
C++

PacemakerX /codeForces-my-solutions

Star1

This repository contains my solutions to various problems from Codeforces contests, aimed at improving problem-solving skills in competitive programming. Each submission is stored with detailed information, including contest IDs and problem names, making it easy to track progress and learn from past solutions.

competitive-programming problem-solving programming-challenges codeforces-solutions data-structure-and-algorithm optimization-techniques cpp-solutions codeforces-contests

UpdatedOct 11, 2025
C++

pennystack /Simulation-For-HIV-Dataset-Python

Star1

HIV Data Simulation in Python (Master's Thesis Model)

python markov-model cpp simulation jupyter-notebook jax optimization-techniques estimation-methods

UpdatedSep 1, 2025
Jupyter Notebook

christycorrupt935 /Hands-On-Large-Language-Models

Star1

🛠️ Explore large language models through hands-on projects and tutorials to enhance your understanding and practical skills in natural language processing.

agent text-generation multi-agent gpt model-acceleration optimization-techniques opentelemetry llm generative-ai scalability-strategies vulnerable-llm-application serving-infrastructure large-scale-deployment ai-security-testing prompt-injection-llm-security hans-on-llms prompt-injection-defense llm-red-teaming

UpdatedNov 29, 2025
Jupyter Notebook

pennystack /Simulation-For-HIV-Dataset

Star1

HIV Data Simulation in R (Master's Thesis Model)

markov-model r cpp simulation hiv optimization-techniques estimation-methods

UpdatedSep 1, 2025
R

Sai-Nandan-Desetti /Optimization-Techniques

Star0

Implementation of a few optimization algorithms

python jupyter-notebook mathematics conjugate-gradient quasi-newton golden-section-search steepest-descent bisection-method fibonacci-search optimization-techniques conjugate-direction-methods

UpdatedJun 13, 2023
Jupyter Notebook

ak-rahul /Simulated-Annealing

Star0

This repository contains Python implementations of the Simulated Annealing optimization algorithm. It includes two Colab notebooks — one that evaluates Simulated Annealing across 55 benchmark functions and another that focuses on a single test function (Ackley) — along with sample result files and documentation.

simulated-annealing optimization-techniques