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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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|---|---|---|
| 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:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Apache Druid SQL Query Execution
- Workflow:Openai Openai node Chat Completion
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
Principles
- Principle:Facebookresearch Audiocraft Compression Quality Evaluation
- Principle:Gretelai Gretel synthetics GAN Adversarial Training
- Principle:Apache Kafka JVM Configuration
- Principle:Webdriverio Webdriverio Browser Runner Configuration
- Principle:Togethercomputer Together python File Upload
- Principle:LaurentMazare Tch rs Atari Environment Preprocessing
- Principle:Wandb Weave Prompt Publishing
- Principle:Langfuse Langfuse Export Storage Upload
- Principle:Apache Dolphinscheduler Parameter Validation And Transformation
- Principle:Neuml Txtai Document Indexing
Implementations
- Implementation:Testtimescaling Testtimescaling github io Json Paper Registration
- Implementation:Openai Openai python Embedding Response Model
- Implementation:Explodinggradients Ragas KnowledgeGraph Enrichment Methods
- Implementation:Avhz RustQuant Calendar
- Implementation:Vibrantlabsai Ragas MetricBasePrompt
- Implementation:OWASP Www project top 10 for large language model applications Invoice Agent Main
- Implementation:InternLM Lmdeploy Gemm ThreadMap
- Implementation:Langgenius Dify FetchAllInspectVars
- Implementation:Google deepmind Dm control Blender Exporter
- Implementation:Lance format Lance JNI Traits
Heuristics
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
Environments
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Sgl project Sglang GitHub Actions
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Openai Whisper PyTorch CUDA
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Sgl project Sglang CPU Runtime
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment