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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:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Obss Sahi COCO Evaluation
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Microsoft Playwright API testing
Principles
- Principle:Ollama Ollama Integrity Verification
- Principle:OpenGVLab InternVL Dynamic Resolution Preprocessing
- Principle:Heibaiying BigData Notes MapReduce Combiner
- Principle:Facebookresearch Audiocraft Conditioning Preparation
- Principle:Kubeflow Kubeflow Experiment And Prototype
- Principle:Infiniflow Ragflow Chat Application Creation
- Principle:Microsoft Onnxruntime Distributed Data Loading
- Principle:Neuml Txtai Replaced Token Detection
- Principle:Kubeflow Pipelines Reusable Component Loading
- Principle:Bigscience workshop Petals Classification Model Loading
Implementations
- Implementation:CARLA simulator Carla DebugShape
- Implementation:Pyro ppl Pyro InferConfigMessenger
- Implementation:Rapidsai Cuml PR Workflow
- Implementation:Open compass VLMEvalKit Check Command
- Implementation:NVIDIA NeMo Curator BucketsToEdgesStage
- Implementation:NVIDIA NeMo Curator XennaExecutor
- Implementation:Huggingface Diffusers ModelMixin From Pretrained Frozen
- Implementation:Bentoml BentoML Bentos Build
- Implementation:Huggingface Transformers Notification Service Doc Tests
- Implementation:Neuml Txtai DuckDB Database
Heuristics
- Heuristic:Protectai Llm guard Fail Fast Early Exit
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:OpenHands OpenHands Redis Distributed Locking
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
Environments
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:LMCache LMCache Python Runtime
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Sail sg LongSpec Training Environment
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Dagster io Dagster GRPC Communication
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment