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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:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Getgauge Taiko Interactive Test Recording
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Microsoft Semantic kernel Vector Store RAG Pipeline
- Workflow:Apache Kafka Topic Management
Principles
- Principle:Webdriverio Webdriverio Driver Management
- Principle:Huggingface Datasets HDF5 Dataset Building
- Principle:Isaac sim IsaacGymEnvs Task Registration
- Principle:Deepspeedai DeepSpeed Inference Profiling
- Principle:Langgenius Dify Document Processing Configuration
- Principle:Run llama Llama index Evaluation Dataset Generation
- Principle:Scikit learn contrib Imbalanced learn Sensitivity Specificity Analysis
- Principle:OWASP Www project top 10 for large language model applications Translation Publication
- Principle:FlagOpen FlagEmbedding Distributed Embedder Training
- Principle:Pola rs Polars Rust Crate Feature System
Implementations
- Implementation:Treeverse LakeFS Java SDK Model DiffObjectStat
- Implementation:Huggingface Datatrove C4QualityFilter
- Implementation:Infiniflow Ragflow SavingButton Component
- Implementation:Ggml org Llama cpp Preset Header
- Implementation:Lucidrains X transformers NonAutoregressiveWrapper Forward
- Implementation:Speechbrain Speechbrain Prepare CommonVoice LM
- Implementation:Microsoft DeepSpeedExamples BingBert PytorchModeling
- Implementation:Protectai Llm guard Scan prompt
- Implementation:Apache Paimon DataTypeJsonParser
- Implementation:InternLM Lmdeploy Benchmark Serving
Heuristics
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Cleanlab Cleanlab Object Detection Scoring Constants
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
Environments
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Spotify Luigi Tornado Web Server
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Apache Kafka Gradle Build Environment