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Workflows
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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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| 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:Haosulab ManiSkill RL Training with PPO
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:ClickHouse ClickHouse Packaging For Distribution
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:BerriAI Litellm Response Caching
- Workflow:Tensorflow Tfjs Pretrained Model Conversion And Inference
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
Principles
- Principle:Google deepmind Mujoco Model Format Detection
- Principle:Triton inference server Server Model Weight Download
- Principle:Openai Evals Solver Output Postprocessing
- Principle:Tensorflow Serving Version Promotion And Rollback
- Principle:Intel Ipex llm DPO Training
- Principle:DistrictDataLabs Yellowbrick Residual Analysis
- Principle:DistrictDataLabs Yellowbrick Statistical Quartet Visualization
- Principle:Guardrails ai Guardrails Documentation
- Principle:Microsoft Onnxruntime Nodejs Output Processing
- Principle:Deepspeedai DeepSpeed AutoTP Model Saving
Implementations
- Implementation:Vllm project Vllm SGL GEMM
- Implementation:Tensorflow Serving Multi Inference Test
- Implementation:Arize ai Phoenix Traces Resource
- Implementation:Openai Openai node Chat Resource
- Implementation:Ggml org Ggml Mnist model init random
- Implementation:Apache Shardingsphere ClusterWorkerIdGenerator Generate
- Implementation:Norrrrrrr lyn WAInjectBench process folder
- Implementation:LaurentMazare Tch rs A2C Agent
- Implementation:LMCache LMCache Periodic Thread
- Implementation:MarketSquare Robotframework browser Wait For Response Wait For Request
Heuristics
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
Environments
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Ucbepic Docetl Docker Deployment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Recommenders team Recommenders GPU CUDA Environment