Early-bird pricing for Machine Learning for Trading: Foundations ends today (June 17).

Save 10% with code ML4T-ERLYBRD26 for the first 20 full-price registrations.

Learn more and enroll: community.quantopian.com/c/machine-lear…

New: A live competition for Machine Learning for Trading: Foundations.

During the second half of the course, students can submit portfolio allocations & evaluate their strategies on unseen market data.

🏆 The top performer will receive a tuition refund.

community.quantopian.com/c/machine-lear…

Author Edgar Peters discusses fractal market analysis, chaos theory, volatility regimes, Hurst exponents, and the relationship between market behavior, risk, and prediction in this Quantopian Book Conversation.

Watch here >>> youtu.be/mjhp2uEBzS8

In this Quantopian Book Conversation, Alejandro Rodriguez Domínguez introduces a framework for causal portfolio optimization, combining control theory, PDEs, and quantum-inspired computation to improve robustness in dynamic markets.

Full conversation: youtu.be/63ZI4bzfiT4

Explore the latest techniques for building market-aware agents, leveraging reinforcement learning to deliver trading optimization.

Watch Irene Aldridge’s presentation, Agentic AI in Trading: The Evolution of Trading Bots.

Full talk: youtu.be/g1GbmCr9MSc

Now on June 30th:

Bryan Routledge will explore how Bitcoin ownership has shifted from holding private keys to holding financial claims through ETFs, exchanges, brokers, and treasury companies.

RSVP: community.quantopian.com/c/live-event-c…

Starting in 1 hour (7:30 PM ET) ⏰

Join Stephan Sturm (WPI) for Passive Fragility, a live presentation examining a model of the US equity market that incorporates passive share.

Join the conversation: community.quantopian.com/c/live-event-c…

Join Stephan Sturm (WPI) tomorrow, 6/9, for Passive Fragility, a live presentation examining a model of the US equity market that incorporates passive share.

RSVP: community.quantopian.com/c/live-event-c…

What happens when AI enters the quant toolkit?

Prof. Esfan Haghverdi and Dr. Alejandro Lopez-Lira (The Predictive Edge) break down how LLMs forecast markets and shape the future of quant investing.

Full conversation: youtu.be/z9AEa-MNrU0

#AI #Finance #Quant #LLMs

Explore seven common pitfalls in financial machine learning.

In this webinar recording, author Marcos López de Prado discusses how issues in data structuring, labeling, cross-validation, and backtest overfitting impact financial ML.

youtu.be/FJYgrkVbpEE

New course starting 7/6: Machine Learning for Trading: Foundations w/ Stefan Jansen.

Based on the upcoming Machine Learning for Trading, 3rd Edition, learn the complete ML4T workflow and build an end-to-end machine learning trading strategy from scratch.

community.quantopian.com/c/machine-lear…

Join us next Tuesday, 6/9, for a live presentation by Stephan Sturm (WPI) on Passive Fragility, a live presentation on passive investing, market structure, and volatility in U.S. equities.

RSVP: community.quantopian.com/c/live-event-c…

Tom Sosnoff joined Esfandiar Haghverdi for a wide-ranging discussion on AI, entrepreneurship, options trading, wealth inequality, risk management, career optimization, and the future of finance.

Watch the full interview: youtu.be/cG8hGjwPang

Investing isn’t just about what you buy; it’s also about how you size your positions.

This conversation between Prof Esfan Haghverdi & Victor Haghani explores why some fortunes disappear, and how risk + sizing often matter more than people realize.

youtu.be/M3v0NpJNymk

Nicole Koenigstein explores the shift from static scripts to adaptive, autonomous systems and what organisational readiness looks like for financial institutions preparing to integrate agentic AI into their infrastructure.

▶️ Watch the replay: youtube.com/watch?v=1B6zEz…

In his upcoming talk, Passive Fragility, Stephan Sturm (WPI) will discuss a new model of the U.S. equity market that incorporates passive share, developed with Michael Green & Hari P. Krishnan, and its implications for volatility and market behavior.

community.quantopian.com/c/live-event-c…

Learn the basics of algorithmic development and walk through an example strategy in Benjamin George's "Theory to Practice" series.

Watch the full series on YouTube: youtube.com/playlist?list=…

#finance #trading #algotrading #tradingstrategy

Dr. Eghbal Rahimikia shares his research on large language models (LLMs) in finance and his work developing foundation models for time series forecasting.

Watch the replay > youtu.be/9tUGoTD1hDc

#llms #finance

Professor Esfan and author J. Doyne Farmer explore complexity economics and Doyne's book "Making Sense of Chaos" in this insightful discussion on reshaping economic thinking through agent-based modeling and market ecology.

Full video here > youtu.be/dH72wy3uJSw

Validate your expertise in quantitative finance and showcase your credentials on LinkedIn with Quantopian’s certification exams.

Available on the Quantopian Community: community.quantopian.com/c/community-fo…

How is machine learning reshaping portfolio construction, risk modeling, and time-series forecasting?

Prof Esfan dives into these questions with Stefan Jansen, author of Machine Learning for Algorithmic Trading.

youtu.be/m6QLaD4DdCw

#machinelearning #algotrading

On June 9, join Stephan Sturm (Worcester Polytechnic Institute) for Passive Fragility, a live presentation on passive investing, market structure, and volatility in U.S. equities.

RSVP: community.quantopian.com/c/live-event-c…

How is time series forecasting evolving?

In this discussion, Professor Esfandiar Haghverdi speaks with Marco Peixeiro about his two books and how the field has shifted, from ARIMA to foundation models like TimeGPT.

Full video on YouTube: youtu.be/lgtyyVC0FcQ

Interested in algorithmic trading?

This self-paced 4-course module from Professor Esfan Haghverdi and Hariom Tatsat (VP, Barclays) covers Python, financial data, statistics, and algorithmic trading concepts.

📚 Start learning:
Python for Algo Trading: community.quantopian.com/c/python-for-a…

Curious about a career in quant finance?

In our Conversations with Quants series, experienced practitioners share practical insights on getting started, building skills, and navigating a career in the field.

Full series: youtube.com/playlist?list=…

#QuantFinance #Careers #FinTech

What does it mean to “own” a Bitcoin today?

Next week, Bryan Routledge will explore how Bitcoin ownership has shifted from holding private keys to holding financial claims through ETFs, exchanges, brokers, and treasury companies.

RSVP: community.quantopian.com/c/live-event-c…

Author Edgar Peters discusses fractal market analysis, chaos theory, volatility regimes, Hurst exponents, and the relationship between market behavior, risk, and prediction in this Quantopian Book Conversation.

Watch here >>> youtu.be/mjhp2uEBzS8

AI has continued to evolve, from rule-based systems to generative AI to agentic AI.

In Agentic AI in Trading: The Evolution of Trading Bots, Irene Aldridge examines this progression and how agentic systems in trading are built and evaluated.

Full talk: youtu.be/g1GbmCr9MSc

Learn the essentials of backtesting with Dr. Tom Starke’s self-paced course, “Essentials: Backtesting.”

Get started: community.quantopian.com/c/dts-backtest…

#trading #backtesting #finance

What happens when AI enters the quant toolkit?

Prof. Esfan Haghverdi and Dr. Alejandro Lopez-Lira (The Predictive Edge) break down how LLMs forecast markets and shape the future of quant investing.

Full conversation: youtu.be/z9AEa-MNrU0

#AI #Finance #Quant #LLMs

Join Bryan Routledge on May 19 for The Financialization of Bitcoin and Cryptocurrencies.

Using Bitcoin as a case study, he explores the economic forces behind financialization—and what they imply for liquidity, trading costs, and risk.

RSVP: community.quantopian.com/c/live-event-c…

In this Quantopian Book Conversation, Alejandro Rodriguez Domínguez introduces a framework for causal portfolio optimization, combining control theory, PDEs, and quantum-inspired computation to improve robustness in dynamic markets.

Full replay: youtu.be/63ZI4bzfiT4

Explore seven common pitfalls in financial machine learning.

In this webinar recording, author Marcos López de Prado discusses how issues in data structuring, labeling, cross-validation, and backtest overfitting impact financial ML.

youtu.be/FJYgrkVbpEE

Discover the possibilities of AI in trading in Professor Esfan’s conversation with Dr. Hamlet Medina and Dr. Ernest Chan about their book, Generative AI for Trading and Asset Management.

Watch the full conversation: youtu.be/JgGOtCskLRg

#quantfinance #genai

Missed Professor Esfan’s conversation with fintech entrepreneur Tom Sosnoff?

In this AlphaMinds: Fintech Leaders session, they explore the future of trading, fintech innovation, and the evolving role of technology & education in finance.

Replay: community.quantopian.com/c/community-fo…

How is time series forecasting evolving?

In this discussion, Professor Esfandiar Haghverdi speaks with Marco Peixeiro about his two books and how the field has shifted, from ARIMA to foundation models like TimeGPT.

Full video on YouTube: youtu.be/lgtyyVC0FcQ

Get insights on algorithm development, machine learning, and the latest research in quantitative finance delivered straight to your inbox with Quantopian’s newsletter.

📬 Sign up here: mailchi.mp/quantopian/q-n…

#QuantFinance #AlgoTrading #FinTech

Nicole Koenigstein explores the shift from static scripts to adaptive, autonomous systems and what organisational readiness looks like for financial institutions preparing to integrate agentic AI into their infrastructure.

▶️ Watch the replay: youtube.com/watch?v=1B6zEz…

Investing isn’t just about what you buy; it’s also about how you size your positions.

This conversation between Prof Esfan Haghverdi & Victor Haghani explores why some fortunes disappear, and how risk + sizing often matter more than people realize.

youtu.be/M3v0NpJNymk

Dr. Tom Starke explores the power of diversification in systematic trading, with practical insights and live Python coding.

Watch the full replay: youtu.be/9mpN7n2wJkM

#trading #finance #diversification #Python

Walk through an example strategy and learn the basics of algorithmic development in Benjamin George's "Theory to Practice" series.

Watch the full series on YouTube: youtube.com/playlist?list=…

#finance #trading #algotrading #tradingstrategy

Join Bryan Routledge live on 5/19 for The Financialization of Bitcoin and Cryptocurrencies.

Using Bitcoin as a case study, this talk examines the economic forces behind financialization and their implications for trading costs, liquidity, and risk.

community.quantopian.com/c/live-event-c…

Professor Esfan and author J. Doyne Farmer explore complexity economics and Doyne's book "Making Sense of Chaos" in this insightful discussion on reshaping economic thinking through agent-based modeling and market ecology.

Full video here > youtu.be/dH72wy3uJSw

Highlight your skills in algorithmic trading & quant finance! Quantopian’s certification exams let you validate your expertise and showcase your credentials on LinkedIn.

More details here: community.quantopian.com/c/community-fo…

#QuantFinance #AlgoTrading

How is machine learning reshaping portfolio construction, risk modeling, and time-series forecasting?

Prof Esfan dives into these questions with Stefan Jansen, author of Machine Learning for Algorithmic Trading.

youtu.be/m6QLaD4DdCw

#machinelearning #algotrading

Develop your skills in Python, Statistics, Portfolio Construction and Futures with Quantopian's Lecture Series: community.quantopian.com/c/quantopian-l…

#finance #quantfinance #trading

Interested in a career in quantitative finance?

In our Conversations with Quants series, experienced practitioners share practical insights on getting started, building skills, and navigating a career in the field.

Full series: youtube.com/playlist?list=…

#QuantFinance #Careers

Level up your skills in algo trading w/ Prof Esfan Haghverdi & Hariom Tatsat (VP, Barclays) self-paced 4-course module. 

Python: community.quantopian.com/c/python-for-a…
Stats: community.quantopian.com/c/statistics-e…
Concepts: community.quantopian.com/c/financial-co…
Data: community.quantopian.com/c/financial-da…

Explore how Bayesian AI is reshaping finance in Prof. Esfan’s discussion with Dr. Thomas Wiecki and Camilo Saldarriaga. They cover Bayesian risk modeling, PyMC, and practical applications in finance.

🎬 youtu.be/rfOoHkhYs_0

Discover the secrets to successful alpha generation in quantitative trading in Dr. Tom Starke's webinar recording, "101 Alphas".

Available here for viewing here >> youtu.be/WfrGj3qvDEQ

#trading #alphas #quantfinance #finance

In this discussion, Professor Esfan and Marco Peixeiro (Time Series Forecasting in Python) explore modern approaches to building predictive models from time-based data.

Watch the replay:
community.quantopian.com/c/community-fo…

In this conversation, Igor Halperin and Professor Esfan discuss the growing role of machine learning in finance. They cover its impact on trading strategies, risk management, and real-world applications across the industry.

Watch here: youtu.be/HizcRBqeXR8

Learn the essentials of backtesting with Dr. Tom Starke’s self-paced course, “Essentials: Backtesting.”

Start learning: community.quantopian.com/c/dts-backtest…

#trading #backtesting #finance

What happens when AI enters the quant toolkit?

Prof. Esfan Haghverdi and Dr. Alejandro Lopez-Lira (The Predictive Edge) break down how LLMs forecast markets and shape the future of quant investing.

Full conversation: youtu.be/z9AEa-MNrU0

#AI #Finance #Quant #LLMs

Explore why traditional market models fail, how chaos theory and fractals explain market behavior, and more in this fascinating conversation with author Edgar Peters, the pioneer behind the Fractal Market Hypothesis.

Watch here >>> youtu.be/mjhp2uEBzS8

Alternative data, from satellites to online behavior, is reshaping market research.

Conversation with Alexander Denev and Saeed Amen, co-authors of "The Book of Alternative Data", on how alternative data is sourced, integrated, and used in practice.

youtu.be/xZpE14CPZ4k

Missed Professor Esfan’s recent conversation with fintech entrepreneur Tom Sosnoff?

In this AlphaMinds: Fintech Leaders session, they explore the future of trading, fintech innovation, and the evolving role of technology & education in finance.

Replay: community.quantopian.com/c/community-fo…

Explore the latest techniques for building market-aware agents, leveraging reinforcement learning to deliver trading optimization.

Watch Irene Aldridge’s presentation, Agentic AI in Trading: The Evolution of Trading Bots.

Full talk: youtu.be/g1GbmCr9MSc

Explore seven common pitfalls in financial machine learning.

In this webinar recording, author Marcos López de Prado discusses how issues in data structuring, labeling, cross-validation, and backtest overfitting impact financial ML.

youtu.be/FJYgrkVbpEE

Keep up to date on algorithm development, machine learning, and the latest research in quantitative finance with Quantopian's newsletter. 
 
Sign up here >>> mailchi.mp/quantopian/q-n…

#finance #quantfinance #trading

What does readiness look like for financial organisations preparing to integrate agentic AI into their infrastructure?

In this talk, Nicole Koenigstein explores agentic AI, autonomy, and organisational risk.

▶️ The replay is now available on YouTube: youtube.com/watch?v=1B6zEz…

Starting in 1 hr (7:30 PM ET) ⏰

Join Professor Esfandiar Haghverdi and fintech entrepreneur Tom Sosnoff for a live conversation on the future of trading, fintech innovation, and how technology & education are transforming finance.

Join the conversation: community.quantopian.com/c/live-event-c…

Tomorrow, March 24, Professor Esfandiar Haghverdi will sit down with fintech entrepreneur Tom Sosnoff for a live discussion on innovation, entrepreneurship, and how technology and education are reshaping the finance industry.

Join the conversation: community.quantopian.com/c/live-event-c…

Learn the basics of algorithmic development and walk through an example strategy in Benjamin George's "Theory to Practice" series.

Watch the full series on YouTube: youtube.com/playlist?list=…

#finance #trading #algotrading #tradingstrategy

Validate your expertise in quantitative finance and showcase your credentials on LinkedIn with Quantopian’s certification exams.

Available on the Quantopian Community: community.quantopian.com/c/community-fo…

Discover the possibilities of AI in trading in Professor Esfan’s conversation with Dr. Hamlet Medina and Dr. Ernest Chan about their book, Generative AI for Trading and Asset Management.

Watch the full conversation: youtu.be/JgGOtCskLRg

#quantfinance #genai

Join us next week on March 24 for a live conversation with fintech entrepreneur Tom Sosnoff on the future of trading, fintech innovation, and how technology & education are transforming finance.

RSVP: community.quantopian.com/c/live-event-c…

Missed Professor Esfan’s recent Book Conversation with Marco Peixeiro, author of Time Series Forecasting in Python?

In this discussion, they explore modern approaches to building predictive models from time-based data.

Watch the replay: community.quantopian.com/c/community-fo…

Develop your skills in Python, Statistics, Portfolio Construction and Futures with Quantopian's Lecture Series: community.quantopian.com/c/quantopian-l…

#finance #quantfinance #trading

What does readiness look like for financial organisations preparing to integrate agentic AI into their infrastructure?

In this talk, Nicole Koenigstein explores agentic AI, autonomy, and organisational risk.

Replay: community.quantopian.com/c/community-fo…

Curious about a career in quantitative finance?

In our Conversations with Quants series, experienced practitioners share practical insights on getting started, building skills, and navigating a career in the field.

Full series: youtube.com/playlist?list=…

#QuantFinance #Careers

Interested in algorithmic trading?

This self-paced 4-course module covers Python, financial data, statistics, and algo trading concepts.

Python: community.quantopian.com/c/python-for-a…
Stats: community.quantopian.com/c/statistics-e…
Concepts: community.quantopian.com/c/financial-co…
Data: community.quantopian.com/c/financial-da…

On 3/24, Professor Esfan Haghverdi will be in conversation with fintech entrepreneur Tom Sosnoff as part of the AlphaMinds: Fintech Leaders series.

They’ll discuss trading, fintech, and Tom’s experience building platforms like thinkorswim & tastytrade.

community.quantopian.com/c/live-event-c…

How is machine learning reshaping portfolio construction, risk modeling, and time-series forecasting?

Prof Esfan dives into these questions with Stefan Jansen, author of Machine Learning for Algorithmic Trading.

youtu.be/m6QLaD4DdCw

#machinelearning #algotrading

Want to learn the essentials of backtesting?

Dr. Tom Starke’s self-paced course, 'Essentials: Backtesting', covers the fundamentals.

This course and many others are free for members of the Quantopian Community.

Start learning:
community.quantopian.com/c/dts-backtest…

#backtesting #finance

In this episode of Quant Radio, we explore new research showing that value and growth are not static identities. Nearly half of all stocks change classification over time — and this migration plays a major role in shaping returns.

Watch the full episode: youtu.be/IQGhxlK3DI8

Starting in 1 hour (7:30 PM ET) ⏰

Professor Esfan Haghverdi will be joined live by Marco Peixeiro, author of Time Series Forecasting in Python, for a discussion exploring how predictive models are developed from time-based data.

Join the conversation: community.quantopian.com/c/live-event-c…

Tomorrow, March 3, Professor Esfandiar Haghverdi will sit down live with Marco Peixeiro, author of Time Series Forecasting in Python, for a conversation on modern approaches to building predictive models from time-based data.

Join the conversation: community.quantopian.com/c/live-event-c…

Professor Esfan and J. Doyne Farmer explore complexity economics and Making Sense of Chaos in this discussion on reshaping economic thinking through agent-based modeling and market ecology.

Full video here > youtu.be/dH72wy3uJSw

In this webinar, Dr. Tom Starke dives into the power of diversification in systematic trading with live Python coding and practical insights.

Watch the full session: youtu.be/9mpN7n2wJkM

#trading #diversification #Python

Get insights on algorithm development, market trends, and the latest trading tech delivered straight to your inbox with Quantopian’s newsletter.

📬 Sign up here: mailchi.mp/quantopian/q-n…

#QuantFinance #AlgoTrading #FinTech #Markets

Join us next week on March 3 for a live conversation with Marco Peixeiro, author of Time Series Forecasting in Python.

Hosted by Professor Esfan Haghverdi, this discussion will explore modern approaches to building predictive models from time-based data.

community.quantopian.com/c/live-event-c…

AI has continued to evolve, from rule-based systems to generative AI to agentic AI.

In Agentic AI in Trading: The Evolution of Trading Bots, Irene Aldridge examines this progression and how agentic systems in trading are built and evaluated.

Full talk: youtu.be/g1GbmCr9MSc