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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:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
Principles
- Principle:Pyro ppl Pyro Mixture Models
- Principle:Huggingface Optimum Parameter Metadata Initialization
- Principle:Onnx Onnx Graph Assembly
- Principle:Openai Evals Result Aggregation
- Principle:Apache Hudi Compaction Execution
- Principle:NVIDIA TransformerEngine Fused LayerNorm MLP
- Principle:Cleanlab Cleanlab Datalab Initialization
- Principle:Langchain ai Langgraph Store Configuration
- Principle:Huggingface Transformers Benchmark Orchestration V1
- Principle:Allenai Open instruct Preference Collation
Implementations
- Implementation:Eventual Inc Daft DataFrame To Pandas
- Implementation:Togethercomputer Together python Rerank Create
- Implementation:Ggml org Llama cpp Perplexity CLI Args
- Implementation:Kubeflow Pipelines Profile Controller Sync
- Implementation:Online ml River Multiclass OneVsOne
- Implementation:Speechbrain Speechbrain Train IWSLT22 ST
- Implementation:Ggml org Ggml Cpu wasm quants
- Implementation:Langfuse Langfuse Dataset Run Items Converters
- Implementation:Apache Paimon BlobFormatWriter Write
- Implementation:Sktime Pytorch forecasting TslibDataModule
Heuristics
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
Environments
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Vllm project Vllm CUDA Hopper
- Environment:Huggingface Open r1 vLLM Server
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Apache Hudi Docker Demo Environment
- Environment:TobikoData Sqlmesh GitHub CICD Runner