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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:Risingwavelabs Risingwave CDC Data Replication
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
Principles
- Principle:Ggml org Llama cpp ComputeGraph
- Principle:Treeverse LakeFS GC Result Verification
- Principle:Intel Ipex llm LLM Serving With FastAPI
- Principle:Sail sg LongSpec Inference Model Loading
- Principle:TA Lib Ta lib python Installation Verification
- Principle:Volcengine Verl VLM Actor Forward
- Principle:Google deepmind Mujoco Quasi Random Sequences
- Principle:Eric mitchell Direct preference optimization Evaluation And Sampling
- Principle:Googleapis Python genai Image Editing
- Principle:Ggml org Llama cpp CLI Configuration
Implementations
- Implementation:Google deepmind Dm control Composer Environment
- Implementation:NVIDIA TransformerEngine PyTorch Csrc Common Header
- Implementation:Mlc ai Web llm Tool Choice Request
- Implementation:Rapidsai Cuml Permutation SHAP
- Implementation:Open compass VLMEvalKit MMHelix Kakuro Eval
- Implementation:Treeverse LakeFS ImportLocation Configuration
- Implementation:Ggml org Llama cpp Json Schema To Grammar Py
- Implementation:Sgl project Sglang GGML Common
- Implementation:Junyanz Pytorch CycleGAN and pix2pix Pix2PixModel Optimize Parameters
- Implementation:Isaac sim IsaacGymEnvs IndustReal Sim to Real
Heuristics
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
Environments
- Environment:Openai Whisper Numba
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Vllm project Vllm AWS ECR
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Vespa engine Vespa Java 17 Build Runtime