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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:Unslothai Unsloth QLoRA SFT Finetuning
- Workflow:Obss Sahi COCO Evaluation
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:LaurentMazare Tch rs JIT Model Inference
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Microsoft Onnxruntime Train Convert Predict
Principles
- Principle:Apache Kafka Trogdor Invocation
- Principle:Ggml org Llama cpp ComputeGraph
- Principle:NVIDIA NeMo Curator Connected Component Analysis
- Principle:Huggingface Datatrove Pipeline Failure Diagnosis
- Principle:Spotify Luigi Hadoop Pipeline Execution
- Principle:MaterializeInc Materialize Release Commit and Tagging
- Principle:Google deepmind Mujoco Model Loading
- Principle:Kubeflow Pipelines Component Definition
- Principle:Huggingface Transformers Documentation Metadata Management
- Principle:Elevenlabs Elevenlabs python Text Source Preparation
Implementations
- Implementation:Online ml River Stats AutoCorr
- Implementation:FlagOpen FlagEmbedding Reinforced IR Generate Universal Query
- Implementation:OpenBMB UltraFeedback Annotation Data Loading
- Implementation:Deepset ai Haystack Sidebars Navigation Config
- Implementation:DistrictDataLabs Yellowbrick MissingValuesBar
- Implementation:TobikoData Sqlmesh Layout Worker Help
- Implementation:FMInference FlexLLMGen DeepSpeed Autotuning Utils
- Implementation:Treeverse LakeFS External Scheduler Configuration
- Implementation:CrewAIInc CrewAI Tool Usage And Hooks
- Implementation:Duckdb Duckdb Generate Auxiliary
Heuristics
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:Mlc ai Web llm Multi Round KV Cache Reuse
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
Environments
- Environment:Helicone Helicone Wrangler CLI
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Huggingface Trl Python Core Dependencies
- Environment:Sgl project Sglang CPU Runtime
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Predibase Lorax Python Server Dependencies