NIFTY50 Options ML Platform

Data · ML pipeline · Strategic regime research

Platform home

Access ML training, live data fetching, dataset browser, and latent regime research from one place.

Platform
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Index data
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Options 5m
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Strategic report
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ML Dashboard

Run the full pipeline — Qlib Alpha158 features, Greeks, LightGBM / MLP / LSTM training, backtest metrics, and equity curves.

PipelineModelsBacktest
Open dashboard →
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Data & Fetching

Fetch Upstox index timeframes (5m–1d), NIFTY50 options chain (5m or daily), merge live sources, and monitor fetch progress.

Upstox5m OHLCVOptions
Manage data →
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Data Repository

Browse structured datasets — index bars, options chains, processed features. Filter, preview in grid, and export CSV.

CatalogExportSchema
Browse datasets →
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Strategic Regime Research

Latent regime inference from option-chain observables — HMM regimes, participant attribution, bluff proxy, charts, and Phase 2 intraday analysis.

HMMRegimesChartsPhase 2
Open research →
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Intraday Pattern Discovery

Auto-detect recurring 5m candle patterns — Autoencoder, LSTM-AE, TS2Vec, TNC, Time2Vec → 128-d → HDBSCAN buckets with historical win rates.

TS2VecHDBSCAN5m
Discover patterns →
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RL Strategy Discovery

PPO reinforcement learning on 5m NIFTY — walk-forward folds, long/flat/short policy, vs buy-hold & MA baselines with analysis charts.

PPOWalk-forward5m
Open RL research →
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Nifty RL PPO Results

Short PPO research run on Nifty 50 H1 — equity curve, metrics, and trades (-6.4% vs B&H -11.7%).

Open results →
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SMC Areas

Smart Money Concepts on NIFTY — order blocks, fair value gaps, BOS/CHoCH, liquidity pools, with mitigation rates and 1h forward returns.

Order blocksFVGLiquidity
Open SMC areas →
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TabFM Analysis

Google TabFM zero-shot tabular foundation model — direction & return prediction on NIFTY features vs HistGBM walk-forward.

TabFMZero-shotICL
Open TabFM analysis →
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API & Docs

FastAPI interactive docs — pipeline, metrics, options fetch, S3 sync, strategic research endpoints, and FRA integration.

RESTSwaggerIntegrations
Open API docs →