Mlhbdapp New |work| Jun 2026

| Feature | Description | Typical Use‑Case | |---------|-------------|------------------| | | Real‑time charts for latency, error‑rate, throughput, GPU/CPU memory, and custom KPIs. | Spot performance regressions instantly. | | Data‑Drift Detector | Statistical tests (KS, PSI, Wasserstein) + visual diff of feature distributions. | Alert when input data deviates from training distribution. | | Model‑Quality Tracker | Track accuracy, F1, ROC‑AUC, calibration, and custom loss functions per version. | Compare new releases vs. baseline. | | AI‑Explainable Anomalies (v2.3) | LLM‑powered “Why did latency spike?” narratives with root‑cause suggestions. | Reduce MTTR (Mean Time To Resolve) for incidents. | | Alert Engine | Configurable thresholds → Slack, Teams, PagerDuty, email, or custom webhook. | Automated ops hand‑off. | | Plugin SDK | Write Python or JavaScript plugins to ingest any metric (e.g., custom business KPIs). | Extend to non‑ML health checks (e.g., DB latency). | | Collaboration | Shareable dashboards with role‑based access, comment threads, and export‑to‑PDF. | Cross‑team incident post‑mortems. | | Deploy Anywhere | Docker image ( mlhbdapp/server ), Helm chart, or as a Serverless function (AWS Lambda). | Fits on‑prem, cloud, or edge environments. |

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– the central service (Docker image mlhbdapp/server:2.3 ). Ingests telemetry, stores it in TimescaleDB (PostgreSQL + hypertables). Runs drift tests, anomaly detection pipelines (built on scikit‑learn + OpenAI GPT‑4o ). Exposes a REST API ( /api/v1/* ) and a GraphQL endpoint for custom queries. | Feature | Description | Typical Use‑Case |

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The world of education has undergone a significant transformation in recent years, with the advent of mobile learning (mLearning) revolutionizing the way we access and engage with educational content. One of the most exciting developments in this space is the emergence of MLHBDAPP New, a cutting-edge mobile learning platform designed to make education more accessible, engaging, and effective. In this article, we'll explore the features and benefits of MLHBDAPP New, and examine the impact of mobile learning on the education sector.