Toronto Machine Learning Society (TMLS)

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TMLS is a globally connected community of AI/ML researchers, practitioners, and innovators who share lessons, compare progress, and support each other’s professional growth. Through flagship events like the TMLS Summit (Toronto) and MLOps World | GenAI Summit (Austin), plus free virtual sessions and a monthly newsletter, we help teams accelerate projects, benchmark skills, and stay grounded in what actually works. In a space moving this fast, context is everything. Our mission is to help our members find it.

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Orchestrating AI Agents to Structure the World's Product Knowledge | Shopify

Orchestrating AI Agents to Structure the World's Product Knowledge | Shopify Toronto Machine Learning Society (TMLS)

189 views - 5 months ago

CI/CD Fails for AI & How CC/CD Fixes It | Aishwarya Reganti (LevelUp Labs) & Kiriti Badam (OpenAI)

CI/CD Fails for AI & How CC/CD Fixes It | Aishwarya Reganti (LevelUp Labs) & Kiriti Badam (OpenAI) Toronto Machine Learning Society (TMLS)

313 views - 5 months ago

Fake Data, Real Power: Crafting Synthetic Transactions for Bulletproof AI | Bhavana Sajja, Expedia

Fake Data, Real Power: Crafting Synthetic Transactions for Bulletproof AI | Bhavana Sajja, Expedia Toronto Machine Learning Society (TMLS)

73 views - 5 months ago

The New Wave of Synthetic Data | Seth Kimmel, Sutro | The Next Wave of AI

The New Wave of Synthetic Data | Seth Kimmel, Sutro | The Next Wave of AI Toronto Machine Learning Society (TMLS)

102 views - 5 months ago

Engineering Agents at Scale | Nancy Burditt, Atlas Cloud | The Next Wave of AI

Engineering Agents at Scale | Nancy Burditt, Atlas Cloud | The Next Wave of AI Toronto Machine Learning Society (TMLS)

64 views - 5 months ago

Building Sustainable GenAI Systems at Target | Balaji Varadarajan, Target | Lighting Talk

Building Sustainable GenAI Systems at Target | Balaji Varadarajan, Target | Lighting Talk Toronto Machine Learning Society (TMLS)

46 views - 5 months ago

ML Collaboration at Dick’s Sporting Goods | Ravi Shankar, Dick’s Sporting Goods | Lighting Talk

ML Collaboration at Dick’s Sporting Goods | Ravi Shankar, Dick’s Sporting Goods | Lighting Talk Toronto Machine Learning Society (TMLS)

31 views - 5 months ago

Building Agentic Workforces at Marriott International | Nitin Kumar, Marriott | Lighting Talk

Building Agentic Workforces at Marriott International | Nitin Kumar, Marriott | Lighting Talk Toronto Machine Learning Society (TMLS)

40 views - 5 months ago

Agent-Powered Code Migration at Realtor.com | Naveen Reddy Kasturi, Realtor.com l Lighting Talk

Agent-Powered Code Migration at Realtor.com | Naveen Reddy Kasturi, Realtor.com l Lighting Talk Toronto Machine Learning Society (TMLS)

71 views - 5 months ago

Explainable AI at Fujitsu North America | Dippu Kumar Singh, Fujitsu | Lighting Talks

Explainable AI at Fujitsu North America | Dippu Kumar Singh, Fujitsu | Lighting Talks Toronto Machine Learning Society (TMLS)

60 views - 5 months ago

Why GenAI Code Refinements Could Silently Undermining Your Security | Himanshu Joshi, COHUMAIN Labs

Why GenAI Code Refinements Could Silently Undermining Your Security | Himanshu Joshi, COHUMAIN Labs Toronto Machine Learning Society (TMLS)

23 views - 5 months ago

AI-Powered Development Productivity in Finance | Devdas Gupta, Charles Schwab | Lighting Talk

AI-Powered Development Productivity in Finance | Devdas Gupta, Charles Schwab | Lighting Talk Toronto Machine Learning Society (TMLS)

46 views - 5 months ago

Finding the Humanity in AI — 80+ Global Conversations | Graham Toppin, PeerLabs.ai | Lighting Talk

Finding the Humanity in AI — 80+ Global Conversations | Graham Toppin, PeerLabs.ai | Lighting Talk Toronto Machine Learning Society (TMLS)

47 views - 5 months ago

RAG Architecture at Capital One | Vaibhav Misra, Capital One | Lighting Talk

RAG Architecture at Capital One | Vaibhav Misra, Capital One | Lighting Talk Toronto Machine Learning Society (TMLS)

36 views - 5 months ago

Building the Infrastructure for Multi-Agent Systems | Mariam Jabara, Arcee AI I Lighting Talk

Building the Infrastructure for Multi-Agent Systems | Mariam Jabara, Arcee AI I Lighting Talk Toronto Machine Learning Society (TMLS)

75 views - 5 months ago

AI Agent Evals: From Testing to Trust | Vaibhavi Gangwar, Maxim AI

AI Agent Evals: From Testing to Trust | Vaibhavi Gangwar, Maxim AI Toronto Machine Learning Society (TMLS)

147 views - 5 months ago

Durable AI Agents — They're Failure Proof | Cornelia Davis, Temporal l The Next Wave of AI

Durable AI Agents — They're Failure Proof | Cornelia Davis, Temporal l The Next Wave of AI Toronto Machine Learning Society (TMLS)

145 views - 5 months ago

Inside the Foundational Data Layer | Vishakha Gupta-Cledat, ApertureData I The Next Wave of AI

Inside the Foundational Data Layer | Vishakha Gupta-Cledat, ApertureData I The Next Wave of AI Toronto Machine Learning Society (TMLS)

64 views - 5 months ago

Building the Next Generation of the Agent Workforce | Dr. Qingyun Wu, AG2 | The Next Wave of AI

Building the Next Generation of the Agent Workforce | Dr. Qingyun Wu, AG2 | The Next Wave of AI Toronto Machine Learning Society (TMLS)

145 views - 5 months ago

AI Red Teaming — Why & How to Jailbreak LLM Agents | Alex Combessie, Giskard l The Next Wave of AI

AI Red Teaming — Why & How to Jailbreak LLM Agents | Alex Combessie, Giskard l The Next Wave of AI Toronto Machine Learning Society (TMLS)

1.3K views - 5 months ago

Memory & Memory Accessories Building an Agent from Scratch | Robert Shelton, Redis | Next Wave of AI

Memory & Memory Accessories Building an Agent from Scratch | Robert Shelton, Redis | Next Wave of AI Toronto Machine Learning Society (TMLS)

65 views - 5 months ago

Bringing the Outer Loop to Autonomous AI | Hamza Tahir, ZenML | Next Wave of AI

Bringing the Outer Loop to Autonomous AI | Hamza Tahir, ZenML | Next Wave of AI Toronto Machine Learning Society (TMLS)

94 views - 5 months ago

Why GenAI Still Needs Humans in the Loop | Micaela Kaplan, HumanSignal | Lightning Talks

Why GenAI Still Needs Humans in the Loop | Micaela Kaplan, HumanSignal | Lightning Talks Toronto Machine Learning Society (TMLS)

17 views - 5 months ago

The Missing Piece: How Web Search Supercharges AI Agents | Noah Nefsky, Tavily | Lightning Talks

The Missing Piece: How Web Search Supercharges AI Agents | Noah Nefsky, Tavily | Lightning Talks Toronto Machine Learning Society (TMLS)

201 views - 5 months ago

Purpose-Built Data Agents: This Is the Way | Josh Goldstein, Weaviate | Lightning Talks

Purpose-Built Data Agents: This Is the Way | Josh Goldstein, Weaviate | Lightning Talks Toronto Machine Learning Society (TMLS)

26 views - 5 months ago

Beyond the Vibe: Eval-Driven Development | Robert Shelton, Redis | Lightning Talks

Beyond the Vibe: Eval-Driven Development | Robert Shelton, Redis | Lightning Talks Toronto Machine Learning Society (TMLS)

146 views - 5 months ago

Shipping AI That Works | Nick Luzio, Arize AI | Lightning Talks

Shipping AI That Works | Nick Luzio, Arize AI | Lightning Talks Toronto Machine Learning Society (TMLS)

41 views - 5 months ago

Building Open Infrastructure for the Agentic Era | Bryan McCann, CTO You.com

Building Open Infrastructure for the Agentic Era | Bryan McCann, CTO You.com Toronto Machine Learning Society (TMLS)

71 views - 6 months ago

Hope is Not a Strategy: Retrieval Patterns for MCP | Serena Chou, Elastic

Hope is Not a Strategy: Retrieval Patterns for MCP | Serena Chou, Elastic Toronto Machine Learning Society (TMLS)

70 views - 6 months ago

A Practical Guide to Fine-Tuning and Deploying Vision Models | Zac Carrico, Apella

A Practical Guide to Fine-Tuning and Deploying Vision Models | Zac Carrico, Apella Toronto Machine Learning Society (TMLS)

152 views - 6 months ago

Context Engineering Practical Techniques for Improving Agent Quality Today | Vaibhav Gupta, Boundary

Context Engineering Practical Techniques for Improving Agent Quality Today | Vaibhav Gupta, Boundary Toronto Machine Learning Society (TMLS)

144 views - 6 months ago

How to Build and Evaluate Agentic AI Workflows with FloTorch | Dr. Hemant Joshi, FloTorch

How to Build and Evaluate Agentic AI Workflows with FloTorch | Dr. Hemant Joshi, FloTorch Toronto Machine Learning Society (TMLS)

81 views - 6 months ago

DNS-like Trust Layer for Secure, Scalable AI-Agent Deployments on Kubernetes | Akshay Mittal, PayPal

DNS-like Trust Layer for Secure, Scalable AI-Agent Deployments on Kubernetes | Akshay Mittal, PayPal Toronto Machine Learning Society (TMLS)

136 views - 6 months ago

Building and Evaluating Agents | Anish Shah, Weights & Biases

Building and Evaluating Agents | Anish Shah, Weights & Biases Toronto Machine Learning Society (TMLS)

30 views - 6 months ago

Building Multi-Cloud GenAI Platforms Without the Pain | Romil Bhardwaj, SkyPilot

Building Multi-Cloud GenAI Platforms Without the Pain | Romil Bhardwaj, SkyPilot Toronto Machine Learning Society (TMLS)

366 views - 6 months ago

From Zero to One: Building AI Agents From the Ground Up | Federico Bianchi, TogetherAI

From Zero to One: Building AI Agents From the Ground Up | Federico Bianchi, TogetherAI Toronto Machine Learning Society (TMLS)

88 views - 6 months ago

Deploying Continental R&D’s First Predictive ML Model | Claudia Peñaloza, Continental Tires

Deploying Continental R&D’s First Predictive ML Model | Claudia Peñaloza, Continental Tires Toronto Machine Learning Society (TMLS)

47 views - 6 months ago

Video Intelligence Is Going Agentic | James Le, TwelveLabs

Video Intelligence Is Going Agentic | James Le, TwelveLabs Toronto Machine Learning Society (TMLS)

49 views - 6 months ago

How Math-Driven Thinking Builds Smarter Agentic Systems | Claire Longo, Comet

How Math-Driven Thinking Builds Smarter Agentic Systems | Claire Longo, Comet Toronto Machine Learning Society (TMLS)

171 views - 6 months ago

Managing AI Agent Performance Degradation in Production | Kumaran Ponnambalam, Cisco

Managing AI Agent Performance Degradation in Production | Kumaran Ponnambalam, Cisco Toronto Machine Learning Society (TMLS)

105 views - 6 months ago

A Practical Framework for Reliability and Performance | Irena Grabovitch-Zuyev, PagerDuty

A Practical Framework for Reliability and Performance | Irena Grabovitch-Zuyev, PagerDuty Toronto Machine Learning Society (TMLS)

28 views - 6 months ago

Insights and Epic Fails from 5 Years of Building ML Platforms | Eric Riddoch, Pattern AI

Insights and Epic Fails from 5 Years of Building ML Platforms | Eric Riddoch, Pattern AI Toronto Machine Learning Society (TMLS)

70 views - 6 months ago

Vibe Coding Your First LLM End-to-End Application | Greg Loughnane & Chris Alexiuk, AI Makerspace

Vibe Coding Your First LLM End-to-End Application | Greg Loughnane & Chris Alexiuk, AI Makerspace Toronto Machine Learning Society (TMLS)

63 views - 6 months ago

Code-Guided Agents for Legacy System Modernization | Calvin Smith, OpenHands

Code-Guided Agents for Legacy System Modernization | Calvin Smith, OpenHands Toronto Machine Learning Society (TMLS)

377 views - 6 months ago

Why Is ML on Kubernetes Hard? Defining How ML and Software Diverge | Runhouse

Why Is ML on Kubernetes Hard? Defining How ML and Software Diverge | Runhouse Toronto Machine Learning Society (TMLS)

31 views - 6 months ago

The Hard Truth About AI Agents: Lessons from Running Agents in Production | Hannes Hapke, Digits

The Hard Truth About AI Agents: Lessons from Running Agents in Production | Hannes Hapke, Digits Toronto Machine Learning Society (TMLS)

47 views - 6 months ago

AI Make Developers More Productive? Data from a 100k Engineer Stanford Study | Yegor Denisov

AI Make Developers More Productive? Data from a 100k Engineer Stanford Study | Yegor Denisov Toronto Machine Learning Society (TMLS)

311 views - 6 months ago

Why Semantics & Knowledge Graphs Are Essential for AI-Ready Data Systems | Juan Sequeda, ServiceNow

Why Semantics & Knowledge Graphs Are Essential for AI-Ready Data Systems | Juan Sequeda, ServiceNow Toronto Machine Learning Society (TMLS)

1.1K views - 6 months ago

Agentic AI in Manufacturing | Ravi Chandu & Stephen Ellis, Toyota

Agentic AI in Manufacturing | Ravi Chandu & Stephen Ellis, Toyota Toronto Machine Learning Society (TMLS)

182 views - 6 months ago

Query Inside the File: AI Engineering for Audio, Video & Sensor Data | Dmitry Petrov, DataChain

Query Inside the File: AI Engineering for Audio, Video & Sensor Data | Dmitry Petrov, DataChain Toronto Machine Learning Society (TMLS)

11 views - 6 months ago

Building an Agent in 30 Minutes with ADK & MCP | Andrew Smith, Google Cloud

Building an Agent in 30 Minutes with ADK & MCP | Andrew Smith, Google Cloud Toronto Machine Learning Society (TMLS)

319 views - 6 months ago

Observability Panel | Galileo, DraftKings, Target Corporation, PIMCO | MLOps World 2025

Observability Panel | Galileo, DraftKings, Target Corporation, PIMCO | MLOps World 2025 Toronto Machine Learning Society (TMLS)

98 views - 6 months ago

Vibe Coding Your First LLM End-to-End Application | Greg Loughnane & Chris Alexiuk, AI Makerspace

Vibe Coding Your First LLM End-to-End Application | Greg Loughnane & Chris Alexiuk, AI Makerspace Toronto Machine Learning Society (TMLS)

46 views - 6 months ago

Agents as Ordinary Software: Principled Engineering for Scale | Linus Lee, Thrive Capital

Agents as Ordinary Software: Principled Engineering for Scale | Linus Lee, Thrive Capital Toronto Machine Learning Society (TMLS)

2.1K views - 6 months ago

Don’t Page the Planet: Trust-Weighted Ops Decisions | Eric Reese, Best Buy

Don’t Page the Planet: Trust-Weighted Ops Decisions | Eric Reese, Best Buy Toronto Machine Learning Society (TMLS)

16 views - 6 months ago

Static IVRs to Agentic Voice AI: Building Real-Time Intelligent Conversations | Pablo Salvador

Static IVRs to Agentic Voice AI: Building Real-Time Intelligent Conversations | Pablo Salvador Toronto Machine Learning Society (TMLS)

37 views - 6 months ago

Opening Pandora’s Box: Building Effective Multimodal Feedback Loops | Denise Kutnick, Variata

Opening Pandora’s Box: Building Effective Multimodal Feedback Loops | Denise Kutnick, Variata Toronto Machine Learning Society (TMLS)

22 views - 6 months ago

Securing Models: Safeguarding ML Systems in the GenAI Era | Hudson Buzby, JFrog

Securing Models: Safeguarding ML Systems in the GenAI Era | Hudson Buzby, JFrog Toronto Machine Learning Society (TMLS)

33 views - 6 months ago

Building Conversational AI Agents with Thread-Level Eval Metrics | Tony Kipkemboi & Claire Longo

Building Conversational AI Agents with Thread-Level Eval Metrics | Tony Kipkemboi & Claire Longo Toronto Machine Learning Society (TMLS)

61 views - 6 months ago

Michelangelo (Uber’s ML Platform): Going Open Source | Sally Lee & Eric Wang, Uber

Michelangelo (Uber’s ML Platform): Going Open Source | Sally Lee & Eric Wang, Uber Toronto Machine Learning Society (TMLS)

632 views - 6 months ago