Building and Testing Strategies using AI through Python Framework Part 2

Disclaimer:
This video is for educational purposes only.
The strategies, trading examples, or automation tools shown are not investment advice.
Trading and investing involve risk. Always do your own research and consult a financial advisor before making decisions.

𝐀 𝐅𝐞𝐰 𝐌𝐞𝐦𝐛𝐞𝐫𝐬, 𝐀 𝐒𝐡𝐚𝐫𝐞𝐝 𝐌𝐢𝐬𝐬𝐢𝐨𝐧—𝐓𝐨 𝐛𝐞𝐜𝐨𝐦𝐞 𝐀𝐥𝐠𝐨 𝐓𝐫𝐚𝐝𝐢𝐧𝐠 𝐂𝐡𝐚𝐦𝐩𝐢𝐨𝐧𝐬

A few of us have founded a non-profit 𝙂𝙡𝙤𝙗𝙖𝙡 𝙘𝙤𝙢𝙢𝙪𝙣𝙞𝙩𝙮 𝙤𝙛 𝘼𝙡𝙜𝙤 𝙏𝙧𝙖𝙙𝙞𝙣𝙜 𝙏𝙧𝙖𝙙𝙚𝙧𝙨, 𝙍𝙚𝙨𝙚𝙖𝙧𝙘𝙝𝙚𝙧𝙨, 𝙖𝙣𝙙 𝙎𝙤𝙛𝙩𝙬𝙖𝙧𝙚 𝙀𝙣𝙜𝙞𝙣𝙚𝙚𝙧𝙨 dedicated to learning, researching, building, forward testing, backtesting, and developing tools for 𝙃𝙁𝙏 / 𝙈𝙁𝙏 / 𝙈𝙖𝙘𝙝𝙞𝙣𝙚 𝙇𝙚𝙖𝙧𝙣𝙞𝙣𝙜 𝘼𝙡𝙜𝙤 𝙏𝙧𝙖𝙙𝙞𝙣𝙜 𝙎𝙩𝙧𝙖𝙩𝙚𝙜𝙞𝙚𝙨.

Community members are from 𝙢𝙞𝙭𝙚𝙙 𝙗𝙖𝙘𝙠𝙜𝙧𝙤𝙪𝙣𝙙𝙨/𝙚𝙩𝙝𝙣𝙞𝙘𝙞𝙩𝙞𝙚𝙨/𝙡𝙤𝙘𝙖𝙩𝙞𝙤𝙣𝙨, with many having over 10-40+ 𝙮𝙚𝙖𝙧𝙨 𝙤𝙛 𝙚𝙭𝙥𝙚𝙧𝙞𝙚𝙣𝙘𝙚 and residing at locations like 𝙃𝙤𝙣𝙜 𝙆𝙤𝙣𝙜, 𝙅𝙖𝙥𝙖𝙣, 𝙎𝙞𝙣𝙜𝙖𝙥𝙤𝙧𝙚, 𝙉𝙚𝙬 𝙕𝙚𝙖𝙡𝙖𝙣𝙙, 𝘼𝙪𝙨𝙩𝙧𝙖𝙡𝙞𝙖, 𝘿𝙪𝙗𝙖𝙞, 𝙇𝙤𝙣𝙙𝙤𝙣, 𝙐𝙎𝘼, 𝙐𝙆, 𝙀𝙪𝙧𝙤𝙥𝙚, 𝙈𝙞𝙙𝙙𝙡𝙚 𝙀𝙖𝙨𝙩, 𝘼𝙛𝙧𝙞𝙘𝙖, 𝙄𝙣𝙙𝙞𝙖, 𝙖𝙣𝙙 𝘾𝙝𝙞𝙣𝙖

Thanks to all community contributors, since formation of our community on 1𝙨𝙩 𝘼𝙪𝙜 2025, we have already made very 𝙜𝙤𝙤𝙙 𝙥𝙧𝙤𝙜𝙧𝙚𝙨𝙨 𝙗𝙮 𝙗𝙪𝙞𝙡𝙙𝙞𝙣𝙜 𝙖𝙣𝙙 𝙗𝙧𝙖𝙞𝙣𝙨𝙩𝙤𝙧𝙢𝙞𝙣𝙜 𝙢𝙪𝙡𝙩𝙞𝙥𝙡𝙚 𝘼𝙡𝙜𝙤 𝙃𝙁𝙏/𝙈𝙁𝙏 𝙏𝙧𝙖𝙙𝙞𝙣𝙜 𝙎𝙩𝙧𝙖𝙩𝙚𝙜𝙞𝙚𝙨 that are 𝙖𝙡𝙧𝙚𝙖𝙙𝙮 𝙞𝙣 𝙇𝙞𝙫𝙚, and we are currently working on building/backtesting multiple 𝙃𝙁𝙏/𝙈𝙁𝙏/𝙈𝙖𝙘𝙝𝙞𝙣𝙚 𝙇𝙚𝙖𝙧𝙣𝙞𝙣𝙜 𝘼𝙡𝙜𝙤 𝙏𝙧𝙖𝙙𝙞𝙣𝙜 as well as developing tools as a community.

𝙏𝙝𝙚 𝙞𝙣𝙘𝙚𝙣𝙩𝙞𝙫𝙚𝙨 as non-contributors of our community 𝙖𝙧𝙚:

• Grow your network in the Algo/Quant Trading space.
• Learn from experienced Algo/Quant Traders, software engineers, and researchers.
• Share knowledge, provide feedback, and accelerate collective learning.
• Negotiate as a unified community for reduced brokerage fees, Algo Platform subscriptions, and other services that Algo/Quant Trading Champions use.

𝙏𝙝𝙚 𝙞𝙣𝙘𝙚𝙣𝙩𝙞𝙫𝙚𝙨 as contributors of our community 𝙖𝙧𝙚:

• Our community is a 𝙜𝙧𝙚𝙖𝙩 𝙥𝙡𝙖𝙩𝙛𝙤𝙧𝙢 to 𝙡𝙚𝙖𝙧𝙣, 𝙗𝙪𝙞𝙡𝙙, 𝙣𝙚𝙩𝙬𝙤𝙧𝙠, and 𝙗𝙪𝙞𝙡𝙙 𝙧𝙖𝙥𝙥𝙤𝙧𝙩 for future opportunities with other Champions in our Community who are 𝙨𝙚𝙣𝙞𝙤𝙧 𝙛𝙪𝙡𝙡-𝙩𝙞𝙢𝙚 𝙖𝙡𝙜𝙤 𝙩𝙧𝙖𝙙𝙚𝙧𝙨 𝙊𝙍 𝙬𝙤𝙧𝙠𝙞𝙣𝙜 𝙖𝙩 𝙫𝙖𝙧𝙞𝙤𝙪𝙨 𝘽𝙞𝙜 𝘽𝙖𝙣𝙠𝙨, 𝙃𝙚𝙙𝙜𝙚 𝙁𝙪𝙣𝙙𝙨, 𝙚𝙩𝙘.

• Collaborate with like-minded Algo Traders to explore, validate, and optimize strategies.
• Co-create practical tools and workflows for forward testing, backtesting, and deployment.
• All contributors will get access to all Algo Strategies/tools built by our community for only self/immediate family members to use as an individual trader, 𝙬𝙞𝙩𝙝𝙤𝙪𝙩 𝙖𝙣𝙮 𝙘𝙝𝙖𝙧𝙜𝙚𝙨 𝙛𝙤𝙧𝙚𝙫𝙚𝙧.
• Basically, you work and build 1 tool and 1 algo strategy, and you get access to 100+ 𝘼𝙡𝙜𝙤 𝙎𝙩𝙧𝙖𝙩𝙚𝙜𝙞𝙚𝙨 𝙖𝙣𝙙 𝙏𝙤𝙤𝙡𝙨 built by other champion contributors now and in the future.

𝙋𝙡𝙚𝙖𝙨𝙚 𝙣𝙤𝙩𝙚:

• We 𝙙𝙤𝙣'𝙩 𝙚𝙣𝙘𝙤𝙪𝙧𝙖𝙜𝙚 anyone to start trading based on the learning. We are 𝙉𝙊𝙏 𝙧𝙚𝙨𝙥𝙤𝙣𝙨𝙞𝙗𝙡𝙚 for any loss you make.
• We 𝙙𝙤𝙣'𝙩 𝙖𝙨𝙠 𝙛𝙤𝙧 𝙖𝙣𝙮 𝙢𝙤𝙣𝙚𝙮 𝙛𝙧𝙤𝙢 𝙖𝙣𝙮𝙤𝙣𝙚, so if anyone approaches you directly to sell any product OR invest OR ask for any money OR try to scam you in any other way, 𝙨𝙞𝙢𝙥𝙡𝙮 𝙗𝙡𝙤𝙘𝙠 𝙩𝙝𝙚𝙢 immediately and 𝙨𝙝𝙖𝙧𝙚 𝙩𝙝𝙚𝙞𝙧 𝙣𝙪𝙢𝙗𝙚𝙧𝙨 𝙬𝙞𝙩𝙝 𝙖𝙙𝙢𝙞𝙣, 𝙖𝙣𝙙 𝙬𝙚 𝙬𝙞𝙡𝙡 𝙧𝙚𝙢𝙤𝙫𝙚 𝙩𝙝𝙚𝙢 𝙛𝙧𝙤𝙢 𝙩𝙝𝙚 𝙘𝙤𝙢𝙢𝙪𝙣𝙞𝙩𝙮.
• We 𝙙𝙤𝙣'𝙩 𝙨𝙚𝙡𝙡 𝙖𝙣𝙮 𝙥𝙧𝙤𝙙𝙪𝙘𝙩; consider our community as a study group where champions are studying and learning from each other by working on 𝙧𝙚𝙖𝙡-𝙡𝙞𝙛𝙚 𝙥𝙧𝙤𝙟𝙚𝙘𝙩𝙨.
• We 𝙙𝙤 𝙣𝙚𝙜𝙤𝙩𝙞𝙖𝙩𝙚 𝙙𝙚𝙖𝙡𝙨 with brokers/exchanges/no-code platforms for better rates for the benefit of our community members and, on request, 𝙧𝙚𝙞𝙢𝙗𝙪𝙧𝙨𝙚 𝙪𝙥 𝙩𝙤 100% of the income the community generates through affiliation and use the rest only for community expenses.
• All community leaders have pledged to 𝙣𝙤𝙩 𝙩𝙖𝙠𝙚 𝙖𝙣𝙮 𝙘𝙤𝙢𝙥𝙚𝙣𝙨𝙖𝙩𝙞𝙤𝙣 from the community's affiliate or any other donation received, as 𝙩𝙝𝙚𝙮 𝙖𝙧𝙚 𝙖𝙡𝙧𝙚𝙖𝙙𝙮 𝙬𝙚𝙡𝙡-𝙤𝙛𝙛 and just want to 𝙝𝙚𝙡𝙥 𝙤𝙩𝙝𝙚𝙧𝙨 𝘾𝙝𝙖𝙢𝙥𝙞𝙤𝙣𝙨 𝙖𝙣𝙙 𝙗𝙪𝙞𝙡𝙙 𝙉𝙚𝙬 𝘾𝙝𝙖𝙢𝙥𝙞𝙤𝙣𝙨.

𝙒𝙝𝙖𝙩𝙨𝘼𝙥𝙥 𝐋𝐢𝐧𝐤
https://lnkd.in/gtqb_7_M

𝐂𝐨𝐦𝐦𝐮𝐧𝐢𝐭𝐲 𝐖𝐞𝐛𝐬𝐢𝐭𝐞
https://lnkd.in/gYEEYBkQ

𝗝𝗼𝗶𝗻 𝘂𝘀 𝗮𝘀 𝗮 𝗰𝗼𝗻𝘁𝗿𝗶𝗯𝘂𝘁𝗼𝗿/𝗶𝗻𝘁𝗲𝗿𝗻
https://lnkd.in/gTqeWJV2

𝗧𝗼 𝗿𝗲𝗰𝗲𝗶𝘃𝗲 𝗮𝗹𝗹 𝗳𝘂𝘁𝘂𝗿𝗲 𝗺𝗲𝗻𝘁𝗼𝗿𝗶𝗻𝗴 𝘀𝗲𝘀𝘀𝗶𝗼𝗻𝘀
https://lnkd.in/gwEhtpNT

𝗝𝗼𝗶𝗻 𝘂𝘀 𝗮𝘀 𝗮 𝗺𝗲𝗻𝘁𝗼𝗿/𝘁𝗿𝗮𝗶𝗻𝗲𝗿:
https://lnkd.in/gs2-J3YB

𝙍𝙚𝙘𝙤𝙢𝙢𝙚𝙣𝙙𝙚𝙙 𝘽𝙧𝙤𝙠𝙚𝙧𝙨 / 𝙋𝙡𝙖𝙩𝙛𝙤𝙧𝙢𝙨 / 𝙀𝙭𝙘𝙝𝙖𝙣𝙜𝙚𝙨

(Easy-to-access official links for the community)

Tiger Brokers – https://tigr.link/s/90CG6DT

Interactive Brokers – https://ibkr.com/referral/anchal366

AlgoTest – https://tinyurl.com/JoinAlgoTest

QuantMan – https://tinyurl.com/JoinQuantMan

TradeTron – https://tinyurl.com/JoinTradeTron

CoinSwitch Exchange (India) – https://tinyurl.com/JoinCoinSwitch

Delta Exchange (India) – https://www.delta.exchange/?code=Join...

Delta Exchange (Global) – https://global.delta.exchange/?code=J...

Deribit Exchange (Global) – https://www.deribit.com/?reg=20496.887

IIFL – https://tinyurl.com/ATCIIFLJOIN


*Ways you can help:*

Contribute time and effort to research, development, coding, testing, and documentation
Provide financial support for tools, hardware, or data to advance our research
Propose new ideas and formats for collaboration

*Together, we can elevate our Algo Trading strategies and help each other succeed and become True Algo Trading Champion. Ready to contribute? 🚀*