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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:Confident ai Deepeval End to End LLM Evaluation
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Mistralai Client python OCR Document Processing
Principles
- Principle:PacktPublishing LLM Engineers Handbook AWS IAM Role Provisioning
- Principle:OWASP Www project top 10 for large language model applications Translation Publication
- Principle:Ucbepic Docetl Dataset Upload And Operation Creation
- Principle:ARISE Initiative Robosuite Manipulation Task Design
- Principle:FMInference FlexLLMGen DeepSpeed Initialization
- Principle:Duckdb Duckdb Release Promotion
- Principle:Princeton nlp SimPO Pipeline Inference
- Principle:Haifengl Smile DataFrame Inspection
- Principle:Google deepmind Dm control Game Rules Configuration
- Principle:Mage ai Mage ai Source Lifecycle Orchestration
Implementations
- Implementation:Datajuicer Data juicer VideoMotionScoreRaftFilter
- Implementation:Huggingface Datasets Load Dataset Builder
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Extra Networks
- Implementation:Online ml River Tree StochasticGradientTree
- Implementation:Tensorflow Serving Get Model Metadata Impl
- Implementation:Volcengine Verl FSDPSFTTrainer Save Checkpoint
- Implementation:Ggml org Ggml Ggml blas backend
- Implementation:Truera Trulens StackTreeNode
- Implementation:Apache Hudi HoodieSplitReaderFunction Read
- Implementation:Duckdb Duckdb Regression Check
Heuristics
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:Kornia Kornia CPU GPU Branching Tip
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Zai org CogVideo LoRA Configuration Tips
Environments
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Vllm project Vllm CUDA Hopper
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Sgl project Sglang Triton
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment