This is a list of past talks in the skyhacks events.
skyhacks homepage: https://www.meetup.com/pl-PL/skyevents/
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Event page: https://skygate.io/skyhacks
1. Adam Karwan, PhD - Groupon - Applying Artificial Intelligence Methods to Business Process Automation
2. Tomasz Kopacz - Microsoft - Various methods to create Machine Learning Models in Azure - from graphical to managing models in Python. Computational Clusters (with GPU) - in the background.
Speaker: Senior Data Scientist Adam Karwan, PhD - Groupon
Title: Applying Artificial Intelligence Methods to Business Process Automation
Summary:
- Why Data Science?
- Personal Experience
a. Evolution
b. Machine Learning Challenges - Business Process Automation
a. RPA
b. Chatbots
c. Data Analytics
d. Data Science - Demo
a. Multiple Text Classification
b. Deep Learning vs Standard NLP approach - Summary
Speaker: Tomasz Kopacz, CEE ISV Technical Recruit Lead - Microsoft
Title: Various methods to create Machine Learning Models in Azure - from graphical to managing models in Python. Computational Clusters (with GPU) - in the background.
Slides: https://github.com/SkyhacksPL/Talks/blob/master/_1-skyhacks/20181116_AIMSStart.pdf
Summary: A walk trough number of definitions related with ML + Python + Azure Platform + GPU, includes topics like:
- Microsoft Independent Software Cendor (ISV),
- Artificial Intelligence Terms,
- Microsoft Cognitive Toolkit (CNTK),
- Workflow with Azure,
- Why Python?
- Pascal Generation GPUs / NVIDIA,
- Batch Services,
- Microsoft Azure Machine Learning Studio
- And much more!
Event page: https://skygate.io/skyhacks/1-skytalks/
Speaker: Karthik Muthuswamy - ML Researcher at SAP, Google Developer Expert for Machine Learning
Title: Build and Serve Machine Learning Models in the Browser using TensorFlowJS – learn how to build a neural network on a browser.
Summary: The goal of this talk was to introduce development of machine learning applications using JavaScript and Python. Participants learnt how to use TensorFlow to train and deploy a trained model directly from the browser, using Google’s training infrastructure. Participants who were new to machine learning learnt basics concepts of machine learning while participants who already had some basic knowledge of machine learning learnt about how to leverage Google’s training resources to speedup training and create machine learning applications on the browser.
Speaker: Jair Ribeiro - Senior Artificial Intelligence Business Analyst, Volvo Group
Title: Mitigating the fear of AI.
Slides: https://github.com/SkyhacksPL/Talks/blob/master/_1-skytalks/Mitigating%20the%20Fear%20of%20AI.pdf https://github.com/SkyhacksPL/Talks/blob/master/_1-skytalks/Mitigating%20the%20Fear%20of%20AI.pptx
Summary: This speech aimed to bring insights about the impacts of AI and the capabilities of humanity to respond to them, creating reflection spaces to observe, reflect and debate the issues. The emergence of every disruptive new technology requires new rules: how do we deal with Artificial Intelligence?
Speaker: Andrew Morgan - Director, Head of Data Services, Aon Centre for Innovation and Analytic. Former Senior Technologist & Solutions Architect @ Thomson Reuters
Title: Evolving AI: Examining TensorFlow accelerated genetic algorithms.
Slides:
Summary: The goal of this talk was to introduce ideas around TensorFlow accelerated Genetic Algorithms, reviewing an introductory use case for classification and regression using Karoo_GP, a tool for GPU accelerated Evolutionary Algorithms in Python.
Speaker: Arek Flinik - CTO & Co-founder at Lekta.ai
Title: Chatbots: are we all doing it wrong?
Slides:
Summary: Why does talking to chatbots and virtual assistants feel like reading a sophisticated FAQ rather than a productive conversation? It’s simple: because we build them like that. But we can provide a better user experience if we change how we create them. He shared his experiences and ideas for a different approach to building chatbots.