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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:Onnx Onnx Reference Evaluation
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
Principles
- Principle:Togethercomputer Together python Text Preprocessing
- Principle:Huggingface Datasets TensorFlow Formatting
- Principle:Infiniflow Ragflow Knowledge Base Selection
- Principle:VainF Torch Pruning LLM Perplexity Evaluation
- Principle:Treeverse LakeFS Java SDK JSON Serialization
- Principle:Huggingface Datasets Dataset Mapping
- Principle:Liu00222 Open Prompt Injection Input Preprocessing
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Optimizer State Quantization
- Principle:Huggingface Datatrove Text Normalization Utilities
- Principle:Huggingface Trl Reward Sequence Classifier Loading
Implementations
- Implementation:Google deepmind Dm control MuJoCo Scene Export
- Implementation:Googleapis Python genai CreateTuningJobConfig Setup
- Implementation:Cypress io Cypress Install Start
- Implementation:Helicone Helicone Ch Hcone Migrate
- Implementation:Online ml River Drift KSWIN
- Implementation:Unslothai Unsloth PatchFastRL GRPOTrainer
- Implementation:Neuml Txtai RetrieveTask
- Implementation:Neuml Txtai SQL Expression
- Implementation:Langgenius Dify Language Config
- Implementation:Farama Foundation Gymnasium HopperEnv V5
Heuristics
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Allenai Open instruct Polyak Reference Update
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:NVIDIA DALI Memory Pool Tuning
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Google deepmind Mujoco Solver Selection Guide
Environments
- Environment:Vllm project Vllm Buildkite
- Environment:Tencent Ncnn Build Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Microsoft Agent framework API Credentials