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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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|---|---|---|
| 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:Mlflow Mlflow GenAI Evaluation
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:Togethercomputer Together python Fine Tuning
Principles
- Principle:Fede1024 Rust rdkafka Crate Public API Surface
- Principle:NVIDIA DALI PyTorch Training Integration
- Principle:Microsoft LoRA NLG Evaluation Metrics
- Principle:Norrrrrrr lyn WAInjectBench Ensemble Aggregation Text
- Principle:Evidentlyai Evidently Data Schema Definition
- Principle:Tencent Ncnn TorchScript Export
- Principle:Alibaba ROLL Distillation Dataset Preparation
- Principle:SeldonIO Seldon core HuggingFace Model Deployment And Verification
- Principle:Unslothai Unsloth Supervised Finetuning
- Principle:Mbzuai oryx Awesome LLM Post training Progressive Data Checkpointing
Implementations
- Implementation:TobikoData Sqlmesh Models Page
- Implementation:Haosulab ManiSkill RoboCasaFixture
- Implementation:Vllm project Vllm Scalar Type
- Implementation:Huggingface Datatrove LangStats
- Implementation:Tensorflow Serving Streaming Batch Scheduler Test
- Implementation:Langchain ai Langchain PyPI Trusted Publishing Test
- Implementation:TobikoData Sqlmesh VirtualList
- Implementation:Triton inference server Server L0 Perf Simple Client
- Implementation:Alibaba MNN Protobuf Repeated Ptr Field H
- Implementation:DataTalksClub Data engineering zoomcamp Spark SQL Aggregation
Heuristics
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
Environments
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Huggingface Open r1 vLLM Server
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Tensorflow Serving Python Client Environment
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Ollama Ollama CGo Runtime
- Environment:Apache Airflow Database Backend Environment
- Environment:Eventual Inc Daft Cloud Storage Credentials