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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Predibase Lorax OpenAI Chat Completion
Principles
- Principle:Helicone Helicone Result Type Pattern
- Principle:DevExpress Testcafe Element Selection
- Principle:Huggingface Alignment handbook Dataset Mixture
- Principle:Googleapis Python genai Cache Creation
- Principle:Openai Evals Result Recording
- Principle:Zai org CogVideo MoVQ Decoder Architecture
- Principle:Openai CLIP Text Feature Encoding
- Principle:Langgenius Dify ReactPatterns
- Principle:Trailofbits Fickling Stacked Pickle Parsing
- Principle:Huggingface Datasets Dataset Split Inspection
Implementations
- Implementation:Openai Openai node Parsed Output Access
- Implementation:LaurentMazare Tch rs GymEnv
- Implementation:Iterative Dvc Repo Du
- Implementation:Apache Druid DemoQueries
- Implementation:Mlflow Mlflow Log Param
- Implementation:Kornia Kornia Image Class
- Implementation:Webdriverio Webdriverio Appium Types
- Implementation:Scikit learn contrib Imbalanced learn ClusterCentroids
- Implementation:Pyro ppl Pyro Regional SIR
- Implementation:Apache Beam BeamBatchWorker Execute
Heuristics
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
Environments
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Iamhankai Forest of Thought OpenAI API Credentials