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Shivay Lamba

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From Flaky Builds to Self-Healing Deployments: An OTel-Driven CI/CD...KubeCon + CloudNativeCon India 20262026-06-18
Claims a production CI/CD redesign that links build metadata to runtime traces across 60M+ RPM clusters and turns observability into actionable fixes. Uses…
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Fine-Grained Authorization: The Missing Piece in Agentic AI SecurityNDC Sydney 20262026-04-22
Shows how to enforce document‑level permissions for RAG and agent workflows using OpenFGA plus LangChain and vector DBs (demo uses Chroma). Compares…
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On-Device LLM Inference on Android With ExecuTorch and Qualcomm QNNPyTorch Conference Europe 20262026-04-07
Shows how to run a full ViT‑B/32 CLIP pipeline ExecuTorch + Qualcomm QNN on Android, with model export via torch.export, AOT graph transforms, and on‑device…
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Observability for Your Internal Developer Platform: Instrumenting Bac...BackstageCon Europe 20262026-03-23
Backstage backend gets Node.js auto-instrumentation with OpenTelemetry exporting traces and metrics to an OTel Collector and visualized in Grafana/Prometheus…
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Bringing and Running AI Agents in the BrowserXtremeJS 20252025-12-02
Covers running LLM inference fully in-browser using WebAssembly runtimes, WebGPU acceleration and transformers.js / MLC WebLLM, including quantization to fit…
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Backend/Fullstack Development With JavaScriptJSNation US 20252025-11-17
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Fundamentals vs Frameworks: What Developers Need to Know When AI Knows EverythingJSNation US 20252025-11-17
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Skip the Deployment Queue: Automated Rollouts and Rollbacks Using OpenFeatureOpenFeature Summit NA 20252025-11-10
Demo builds an app that uses OpenFeature SDK to evaluate flags from a LaunchDarkly provider, emits flag evaluation events via OpenTelemetry tracing hooks to a…
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Building Secure MLOps Pipelines With KitOps + Argo WorkflowsArgoCon NA 20252025-11-10
Shows packaging a sklearn sentiment model (pickle) into a CNCF Sandbox model kit using the kit pack command, pushing the immutable OCI artifact to a registry…
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2025 10 04 31 SHIVAY LAMBA CONGRESO REACT ALICANTE The international React js conference in SpainReact Alicante 20252025-10-02
Demos show full websites and an offline question‑answer app actually running in-device, claiming WebAssembly plus WebGPU and WebLLM can run LLMs and heavy…
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Fine-Grained Authorization: The Missing Piece in Agentic AI SecurityKubeCon + CloudNativeCon India 20252025-08-06
Demonstrates a working RAG pipeline that uses OpenFGA + Couchbase to enforce document-level permissions before vector search, with OpenAI for embeddings and…
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Accelerating Incident Response With OpenTelemetry and MCP: Building...Open Source Summit India 20252025-08-05
Shows an architecture where OpenTelemetry collectors feed logs, metrics and traces into an MCP server that runs Grafana, Loki, Prometheus and Tempo, uses LLMs…
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Bringing and Running AI Agents in the BrowserReact Summit 20252025-06-13
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Building Robust, Secure LLM and Agentic AI WorkflowsGreat International Developer Summit 20252025-04-22
An open-source agent catalog built on Langraph registers tools and prompts into a vector database, uses semantic search to pick among 100+ tools, versions…
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Mastering Node.js for Scalable Application DevelopmentNode Congress 20252025-04-17
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Beyond Buzzwords: Practical Vector Search and RAG for DevelopersNode Congress 20252025-04-17
Shabai's introduction to vector search, vector representation in data, NoSQL databases for vector storage, search techniques like cosine similarity, setting up…
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Bridging the OpenTelemetry Adoption Gap in Cloud-Native ApplicationsCloud Native University 20252025-04-01
Industry survey shows 86% of tech leaders find modern stacks too complex, so the concrete answer is adoption of OpenTelemetry as the default instrumentation…
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Running AI workloads with WASM - is it production ready? [Panel]Wasm I/O 20252025-03-27
Wasm is framed as a practical inference layer: a write-once run-anywhere runtime that abstracts GPU drivers and model formats, delivers compact footprint…
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Privacy First: Building LLM-Powered Web Apps with client side WASMWasm I/O 20252025-03-27
Demonstrates a complete on‑device LLM pipeline: quantize and compile models to run in‑browser, ingest PDFs, embed text into a local vectorstore, and perform…
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​​Fine-Tuning Large Language Models with Declarative ML OrchestrationAll Things Open AI 20252025-03-17
Claims that declarative ML orchestration makes LLM fine-tuning practical for smaller teams by assigning resources per task and cutting cloud waste…
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Bringing Container-Native Simplicity to AI/MLConf42 Cloud Native 20252025-03-06
Claims that 80% never reach production and offers a concrete toolset: an OCI‑compliant model kit plus a kit CLI (kit version, kit login, kit pack, kit unpack…
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AI in our Day to Day JobsReact Day Berlin 20242024-12-13
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Decoding Vector Search and Embeddings for React DevelopersReact Day Berlin 20242024-12-13
In this talk we'll break down key Generative AI concepts like Vector Search and Vector Embeddings and how can React Developers leverage them with technologies…
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Shivay Lamba's Q&A RoomReact Day Berlin 20242024-12-13
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Build Privacy focused React Applications with Ollama, NextJS/React and LangChainJSReact Day Berlin 20242024-12-13
Welcome to the React Day Berlin online workshop on building privacy-focused React applications with Olama, NextJS, React, and Langstream JS. JavaScript…
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Streamlining AI development and Deployment with KitOpsPyData Global 20242024-12-03
Claims that 80% of ML models never reach production and shows a concrete path to fix that using ModelKits and KitOps, with live CLI demos unpacking a YOLOv10…
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AI and Developer ToolingJSNation US 20242024-11-18
A Vue custom renderer sits on top of ThreeJS and lets developers declare scenes with components, camera, lights and meshes the transcript shows a working…
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⚡ Lightning Talk: Orchestrating Scalable DAGs on Argo Workflows Using Fabric8sArgoCon NA 20242024-11-12
Shows concrete Java code using Fabric8 (v6.0) with Jackson and Lombok to create Kubernetes resources, programmatically create an Argo namespace, apply the Argo…
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Exploring the Landscape for Open Telemetry for WasmWasmCon 20242024-11-11
Overview of how OpenTelemetry is actually collected for Wasm: current implementations rely on runtime/host instrumentation (wasmCloud, Spin, Fastly) or tooling…
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Leveraging DRA for Conquering ML Workload Challenges on...KubeDay Japan 20242024-08-27
DRA with a GPU resource driver enables controlled GPU sharing across and within pods, lets a single node host multiple GPU models on one node, and supports…
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"Serverless AI Inferencing Using Python and WebAssembly"PyOhio 20242024-07-27
Demonstrates using Spin and the Python SDK (componenti_py) to compile Python handlers into WebAssembly components, build with spin build and deploy to a…
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Workshop: Optimizing Kubernetes Cluster Scaling for Adv...AI_dev: Open Source GenAI & ML Summit Europe 20242024-06-19
Shows a runnable path: Terraform + Civo spins a GPU-backed Kubernetes cluster in ~10 minutes and deploys Olama + OpenWebUI hosting Llama‑3 (demo succeeds…
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Leveraging LLMs to Build Intuitive AI Experiences for WebC3 Dev Festival 20242024-06-14
Today every developer is using LLMs in different forms and shapes, from ChatGPT to code assistants like GitHub CoPilot. Following this, lots of products have…
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Leveraging LLMs to Build Intuitive AI Experiences With JavaScriptJSNation 20242024-06-13
The workshop explores leveraging LLMs and generative AI with JavaScript, focusing on incorporating AI in JavaScript, leveraging TensorFlow.js for ML, and using…
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May 19, 8amPyCon US 20242024-05-15
Forty minutes of rapid updates and six lightning bites: a global list of regional PyCons with dates and venues; practical layoff recovery that boils down to…
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Fine-Tuning Large Language Models With Declarative ML OrchestrationLambdaConf 20242024-05-04
Shows a reproducible pipeline that actually fine‑tunes a Llama 2 model with 8‑bit quantization and LoRA updates, declares per‑task CPU/GPU/memory on…
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Vector Search on the Edge Powering Mobile and IoT with AIGreat International Developer Summit 20242024-04-23
Shows running vector search entirely on-device using Couchbase Lite with a new beta vector field stored as descriptionVector in JSON and queried via SQL-like…
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Flyte: Production-Grade Data and Machine Learning OrchestrationOpen AI + Data Forum @ Open Source Summit North America 20242024-04-16
Platform claim: a Kubernetes-native workflow automation system (Flyte) that registers workflows to an admin, stores metadata in RDS/S3, and executes tasks as…
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The Kubernetes Hunger Games: Distro Performance in the EdgeKubernetes on Edge Day Europe 20242024-03-19
Benchmarks run on single-node 1 CPU / 2 GB Ubuntu 22.04 VMs use the Cloud‑Bulldozer Benchmark Operator plus iperf, CIS bench, stress, K‑bench (fio) and report…
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Embracing Multi-Tenancy While Scaling MLOpsKubeDay India 20232023-12-08
Demo shows Flyte running on Kubernetes with two projects (demo data science and demo mlops), executing workflows via pyflyte run -P and producing per-workflow…
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Creating Interactive GenAI applications powered by Streamlit, open source LLMsXtremePython 20232023-12-05
Shows a working Streamlit app that pairs the Pieces Python SDK and Pieces OS via WebSocket to call cloud and local LLMs (GPT‑3.5, GPT‑4, Llama 2, Mistral)…
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Beyond the browser: Moving forward with a more Declarative Future with WebAssemblyXtremeJS 20232023-11-21
WebAssembly moves beyond the browser into edge and serverless with concrete numbers and tools: Rust compiled via wasm32-wasi using cargo produces tiny modules…
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Orchestrating Machine Learning on Edge Devices Using Akri and WebAssemblyKubernetes on Edge Day NA 20232023-11-06
Combines Project Akri and WebAssembly to discover cameras/phones as Kubernetes resources on a k3s cluster and run ML inference via a wasm shim and Akri…
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Embracing Multi-Tenancy While Scaling MLOpsMulti-TenancyCon North America 20232023-11-06
Demonstrates a working Flyte setup where two projects run identical ML workflows on one cluster, creating one pod per task and storing intermediate artifacts…
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Navigating Strategies for Debugging WASMCloud Native Wasm Day NA 20232023-11-06
WASM lacks a standardized debugger so strategies vary: use LLDB/GDB with wasmtime or wasmer with DWARF for low-level step-through; enable Chromium DevTools…
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Lightning Talk: Orchestrating Machine Learning on Edge Devices...PyTorch Conference 20232023-10-16
Claim: PyTorch models can run efficiently on heterogeneous edge devices by compiling inference to WebAssembly, scheduling them via a Wasm broker, and treating…
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Building Machine Learning Models on Edge with ReactReact Alicante 20232023-09-28
Live browser inference using tensorflow.js, a pose‑estimation demo that overlays a skeleton on webcam feed and a sentiment classifier built with…
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Keynote: Welcome + Opening RemarksKCD Mumbai 20232023-06-17
Welcome and housekeeping for a CNCF Kubernetes Community Day: a short code of conduct and contact email, sponsors listed, and logistics (workshops are in a…
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Observability in the MLOps Lifecycle with PrometheusSREcon23 Asia/Pacific2023-06-14
Shows concrete instrumentation: a FastAPI model served in Kubernetes with the Prometheus operator and a service monitor, a Grafana dashboard JSON that plots…
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WebAssembly & Containers: The Power CoupleKubernetes Community Days Bengaluru 20232023-06-02
WebAssembly complements rather than replaces containers: binaries compile to WASI and run 10–20x smaller and much faster (example: a ML image drops from 39 MB…
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Giving Superpowers to Your React Apps with Machine LearningReact Summit 20232023-06-02
Have you ever questioned whether Javascript is a viable alternative to Python or R for creating machine learning models? After all, a 2019 survey by Stack…
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Quantum Machine Learning 101: An Introduction for Beginners with...Open Source Summit North America 2023: Open Source On-Ramp2023-05-10
Demos build and convert quantum circuits into tensors using TensorFlow Quantum and Cirq, create a parametrized quantum circuit as a trainable layer, and run…
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GitOps for Machine Learning PipelinescdCon + GitOpsCon 20232023-05-08
Shows that GitOps applies beyond CI/CD by wiring GitHub, Kubernetes and Kubeflow to run, version and promote ML work: experiments are declared as PRs, 100…
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Building Machine Learning Microservices & MLOps using Union MLPyData Seattle 20232023-04-26
UnionML claims to turn notebooks into microservices with decorator functions (reader, trainer, predictor, evaluator) so data pipelines avoid boilerplate. It is…
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Making the Most Out of Your Hardware Accelerators in a Kubernetes ClusterKubernetes Batch + HPC Day Europe 20232023-04-18
Naive runs with one Tesla T4 plus one vCPU are slower than two vCPUs because the GPU spends long idle time waiting on CPU preprocessing; adding prefetching and…
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Containers vs. WebAssembly: What's the Difference and Which Should I Use?Wasm I/O 20232023-03-23
Wasm claims secure memory isolation, portability, and milliseconds to nanoseconds cold-starts and coexists with containers rather than immediately replacing…
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WebAssembly beyond the browserJSworld Conference 20232023-02-08
Concrete examples show Rust functions compiled to WebAssembly and called from JavaScript, with a repo and starter that builds a classify.wasm and runs an app…
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Making Next Gen Vue Machine Learning Applications using TensorFlow.jsVue.js Nation 20232023-01-25
Shows how to load @tensorflow/tfjs and the coco-ssd model into a Vue 3 Composition API component, call model.detect on an <img> or webcam frame, and draw…
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Supercharge Your Kubernetes AI Deployments with WasmKubeDay Japan 20222022-12-07
Claims a small WebAssembly AOT-compiled inference of MobileNet runs 2–2.5× faster than the same Python container and shows the benchmark code. Demonstrates…
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Using MediaPipe to Create Cross Platform Machine Learning Applications with ReactReact Day Berlin 20222022-12-02
Welcome to a talk on using MediaPipe for cross-platform machine learning applications with ReactJS. MediaPipe provides ready-to-use solutions for object…
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Robyn - An asynchronous Python web framework with a Rust runtimePyData Global 20222022-12-01
Robyn claims to be an asynchronous Python web framework that compiles Python handlers into a Rust runtime and runs them on a native thread pool, yielding a…
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Tour of UnionML: An Open Source framework for Building Machine Learn MicroservicesPyData Global 20222022-12-01
Claims an open source MLOps framework that reduces boilerplate and unifies tooling into one app and shows it actually builds and serves a working microservice…
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Machine Learning based Unit Tesing in JavaScriptTestJS Summit 20222022-11-04
This talk explores machine learning-based unit testing in JavaScript and TypeScript, focusing on tools like the Pony Code VS Code extension and GitHub Copilot…
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WebAssembly Based AI as a Service on the Edge with KubernetesKubernetes on Edge Day North America 20222022-10-25
Shows a concrete pipeline: Rust code compiles to a .wasm module, optionally AOT‑compiled with WasmEdge to native, runs TensorFlow Lite MobileNetV2 inference…
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MLOps with Spinnaker: through the eyes of a beginnerContinuous Delivery Summit 20222022-10-25
Shows how to productionize notebooks by containerize Jupyter notebooks with Docker, wire training and steps into Kubeflow pipelines for repeatable ML…
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Building Machine Learning Inference Through Knative Serverless...KnativeCon North America 20222022-10-24
Claims a concrete serverless path for model inference by using KFServing on Knative to run scikit‑learn, TensorFlow and PyTorch models with YAML that defines…
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Federated Machine Learning with KubernetesOpen Source Summit Latin America 2022: Open AI + Data Forum2022-08-23
A concrete demo shows federated training of a Keras MNIST-style model wrapped with TensorFlow Federated where 10 simulated clients each train locally and send…
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WebAssembly Based AI as a ServiceOpen Source Summit Latin America 20222022-08-23
Claims that WebAssembly runtimes plus Rust give huge inference wins: benchmarks show 12–15x vs Node.js and ~25x vs Python; a MobileNet V2 demo runs in 215 ms…
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Federated Machine Learning with KubernetesOpen Source Summit Latin America 20222022-08-23
Shows a working federated training pipeline that uses TensorFlow Federated to train on an EMNIST-style dataset partitioned across 10 simulated clients, runs…
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WebAssembly based AI as a Service with KubernetesKubernetes Community Days Africa 20222022-07-07
Claim: WebAssembly runtimes deliver dramatically faster ML inference and much smaller images than Linux containers. Demonstrations use WasmEdge, QuickJS and…
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Demystifying WebAssembly, Through the Eyes of A BeginnerEmerging OS Forum @ Open Source Summit North America 20222022-06-21
Demos show concrete outcomes: a VS Code + live-server example loads a .wasm module with streaming compilation and prints “hello world” in the browser…
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Lightning Talk: MeshMates : A New Way of Expanding Open Source Community MentorshipCommunity Leadership Conference @ Open Source Summit North America 20222022-06-21
MeshMates is a program that pairs newcomers with experienced contributors for one-to-one mentorship, runs weekly newcomers meetings and a community handbook…
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Powering Up NodeJS Performance by Rust and WebAssemblyOpenJS World 20222022-06-06
Shows how to compile specific Rust functions into a .wasm module and a generated Node.js glue file, then call that module from Node to offload CPU work…
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Managing WebAssembly apps with KubernetesKubernetes on Edge Day Europe 20222022-05-17
Wasm apps run inside WasmEdge VMs and can be managed by Kubernetes using runtimes like crun-w layered over crun, and orchestration via containerd or cri-o; OCI…
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High Performance Node.js Powered by Rust and WebAssemblyNode Congress 20222022-02-17
This talk explores using Rust and WebAssembly to enhance the performance of Node.js applications. By leveraging Rust's efficiency and safety features, and…
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The Meshery Adapter for HashiCorp ConsulHashiTalks 20222022-02-17
Meshery provides a management plane that already interfaces with Consul v1.8.4 via adapter v0.5.2, implemented as a Go server using gRPC/GraphQL and a React UI…
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Predictive Testing in JavaScript with Machine LearningTestJS Summit 20212021-11-18
A machine learning pipeline trains on a historical code-change + test outcome dataset to predict which tests will catch regressions, producing a predictive…
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Paving the Way of WebAssembly in the Intersection of Machine Learning and Cloud NativeCloud Native Wasm Day North America 20212021-10-12
Claimed speedups: Rust compiled to WebAssembly yields dramatic gains versus Python and containers — citing up to 25x faster than Python and an IBM-style 12–15x…
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Lightning Talk: Machine Learning Observability with PrometheusPromCon North America 20212021-10-11
Shows how to use Prometheus + Grafana to monitor ML models in production by scraping model endpoints and short‑lived jobs, storing samples, running rules to…
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Machine Learning in Node.js using Tensorflow.jsNode Congress 20212021-02-18
Demonstrates how to train and run models with TensorFlow.js inside Node.js, walking through the sample code that builds a simple classifier, trains on a small…
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Lightning Talks, Day 2, Node CongressNode Congress 20212021-02-18
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