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1,118
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:ClickHouse ClickHouse Packaging For Distribution
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Apache Kafka Topic Management
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
Principles
- Principle:Huggingface Datatrove Unigram Log Probability Filtering
- Principle:Wandb Weave Release Push
- Principle:Facebookresearch Audiocraft MusicGen Training Execution
- Principle:Openclaw Openclaw Credential Acquisition
- Principle:Sktime Pytorch forecasting DataLoader Creation
- Principle:Liu00222 Open Prompt Injection Conditional Probability Computation
- Principle:Microsoft Playwright Set Up Test Resources
- Principle:Microsoft Playwright Launch Codegen
- Principle:Lm sys FastChat Causal LM Loading
- Principle:Neuml Txtai Workflow Composition
Implementations
- Implementation:Guardrails ai Guardrails Hub Tracing
- Implementation:Duckdb Duckdb Extension Upload Single
- Implementation:Datajuicer Data juicer DetectCharacterLocationsMapper
- Implementation:Risingwavelabs Risingwave ConnectorNodeMetrics
- Implementation:Datajuicer Data juicer Exporter Export
- Implementation:ArroyoSystems Arroyo Global Keyed Map
- Implementation:LaurentMazare Tch rs TrainableCModule Load
- Implementation:Alibaba MNN FlatBuffers gRPC Gen Go
- Implementation:Openai Evals HumanCliSolver
- Implementation:Haosulab ManiSkill PullCubeTool
Heuristics
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:TobikoData Sqlmesh Snapshot TTL Defaults
Environments
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Apache Spark Kubernetes Runtime
- Environment:Huggingface Trl Quantization Environment
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:NVIDIA TransformerEngine GPU Compute Capability