AI & Algorithmic Trading — Backtests, Strategies & News
Data-backed backtests, systematic strategies, and weekly AI-trading news—no hype, just results.
Most-read This Week
What the algorithmic trading community is analysing and debating right now.
ALGORITHMIC TRADING IN INDIA Where to Get NSE/BankNifty Data for Algo Trading at Every Price Tier
There is no single best NSE data source for every backtest. Public NSE reports suit low-cost EOD work; community tools help exploration but can be fragile; broker APIs add recent intraday or live access; and specialist...
ALGORITHMIC TRADING IN INDIA Python Setup for Algo Trading on Windows: Build a Reproducible Research Environment
A practical setup for Python, pandas, JupyterLab and Plotly before you download NSE data or connect a broker API. If you want to research...
ALGORITHMIC TRADING IN INDIA Only Math You Need Before Coding your Algo Trading Strategy
You do not need advanced calculus to begin algorithmic trading. You do need a small, disciplined toolkit: measure returns consistently, describe uncertainty with probability,...
ALGORITHMIC TRADING IN INDIA Market mechanics for first time Algo Traders in India
Indian markets are not one continuous stream of prices. Cash equities, optional T+0 trades, opening and closing auctions, index futures and index options follow...
Latest News
Fresh market headlines and quick takes from the newsroom.
Latest News Reliance AGM 2026 Highlights: Jio IPO, AI and New Energy Plans Explained
Reliance Industries’ annual general meetings usually come with big announcements. The 2026 AGM was no different. But beneath the new products, ambitious targets and futuristic plans,...
Latest News SEBI’s Commodity Plan Just Lost Its Institutional Anchor. What It Means for MCX
SEBI wanted banks, insurers, and eventually pension funds to deepen India's commodity derivatives market. RBI and IRDAI are...
Latest News India’s Data Center Power Trade: Which Stocks Benefit First if AI Infra Spending Accelerates?
India's AI buildout may look like a software story, but the first listed winners could emerge from transformers,...
Latest News If Brent Holds Above $120 for 2 Weeks, Which Indian Sectors Reprice First?
A one-day crude spike can be ignored. Two weeks above $120 Brent is different. At that point, Indian...
Latest News April’s Market Sprint Faces Macro Hurdles of $126 Oil and a Weakening Rupee
The Nifty's April rally, buoyed by unprecedented retail investor engagement, is now confronting significant macroeconomic challenges as oil...
Latest News Rupee’s Record Slide Signals RBI’s Return to Currency Defense as Macro Pressures Mount
The rupee's breach to a new low reflects a tightening global dollar cycle and oil pressures, forcing the...
Latest Stock Wars
Stock-vs-stock comparisons on valuation, margins, technicals, and recent results.
Adani Power vs Jindal Steel & Power
Compare direct power exposure through Adani Power with steel-led power exposure through Jindal Steel & Power across valuation, margins, cash flow, technicals, and the latest quarter.
Adani Power leads 4 of 5 lenses
Asian Paints vs Berger Paints
Peer matchup across Specialty Chemicals, valuation, technical posture, profitability, and quarterly trend.
Berger Paints leads 3 of 5 lenses
HAL vs BEL
Peer matchup across Aerospace & Defense, valuation, technical posture, profitability, and quarterly trend.
HAL leads 3 of 5 lenses
Latest Research & Strategies
Fresh perspectives across AI, quant research, and systematic portfolios.
ALGORITHMIC TRADING IN INDIA Algorithmic Trading in India: What It Is (and Isn’t)
If you are learning to trade with code, the first question is not which broker API to use. It is what, exactly,...
Trending Stocks DIIs Raised Stake in These Stocks: Gujarat Gas, Central Bank and Bandhan Bank Come Into Focus
DIIs Increased Stake in These Stocks: Why Investors Are Tracking Them When Domestic Institutional Investors, or DIIs, increase stake in a company,...
Stocks in focus This Smallcap Stock Jumped Nearly 25% in a Week: Why Maithan Alloys Shares Are in Focus
Why Maithan Alloys Share Is Rising Maithan Alloys has suddenly come into the spotlight after a sharp rally in its share price....
Stocks in focus This Stock Jumped 49% in One Month and 835% in a Year: Why Cupid Shares Are Rising
Cupid Limited has quietly turned into one of the biggest wealth creators in the Indian stock market. The stock closed at ₹179.48...
Trending Stocks This PSU Stock Jumped 32% in a Week. Here’s Why NIACL Shares Are Rallying
The New India Assurance Company, or NIACL, suddenly became one of the hottest PSU stocks in the market last week. NIACL shares...
Stocks in focus Best Nuclear Energy Stocks in India to Watch in 2026
India’s Nuclear Energy Moment Has Arrived For many years, nuclear energy was not a popular stock market theme in India. Investors spoke...
Finance & Investing India’s Crude Sensitivity Ladder: 10 Stocks to Watch if Brent Holds Above $120
If Brent holds above $120, Indian equities are unlikely to react in one wave. This crude sensitivity ladder ranks 10 stocks to...
Finance & Investing Personal Finance Risk Checklist for Indian Investors: Before You Increase Equity Exposure
The first risk in equity investing is not volatility. It is interruption. A strong portfolio needs time, cash-flow stability, and a household...
Backtest Supertrend Strategy Backtest
Supertrend strategy backtest on Nifty 50, Bank Nifty, Sensex, Maruti Suzuki, Power Grid and Trent, with variant comparison, ticker-wise results and drawdown.
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