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Lightning Talks
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Machine Learning
LIGHTNING TALK
UX Design for Data Products
Improving data products through UX design
Understanding, trusting, & taking action on data
Workflows, information hierarchy, & design systems
Testing designs to gain insights and iterate
LIGHTNING TALK
Machine Learning CI/CD Pipelining
Productionizing machine learning
Machine learning CI/CD deployment
Delivering ML outcomes to users
Data science production
LIGHTNING TALK
What is a Data Product?
Data Products
Machine Learning CI/CD Pipeline
Data Science as a Product
Scalable Data Science
LIGHTNING TALK
Apache Kafka 101
Apache Kafka Overview
Producer + Consumer API
Kafka Connect, Kafka Streams API, and KSQL
Use Cases
LIGHTNING TALK
Alternative Investments: Part 3
User Experience and Expectations
Millennials in the Workforce
Modernization
Modern UI Conventions
LIGHTNING TALK
Alternative Investments: Part 2
Technology Stack - Laggard / Status Quo / Innovator
Outdated Technology
Missed Opportunities
Buy / Sell Recommendations
LIGHTNING TALK
Alternative Investments: Part 1
Intro to Alternative Investments
Growth and Changing ROI Expectations
Standardization & Data Fabric
Real-time Analytics
LIGHTNING TALK
Supernodes
Big data
Influence scoring
Data partitions
Janusgraph
LIGHTNING TALK
Graph For Supply Chain
Data modeling
Distribution networks
Resource planning
Process optimization
LIGHTNING TALK
Graph For IoT
Internet of Things
Time-series data
Network of devices
Data visualization
LIGHTNING TALK
Bond Trading Platform Software
Financial services
Bond trading
Dashboards and analytics
Custom software
LIGHTNING TALK
Entitlements
ID management
Entitlements
Permissions
Gated Content
LIGHTNING TALK
Keeping Humans in the Machine Learning Loop
Verification
Software & Hardware Trust
Machine Learning Automation
Lower Barrier Adoption
LIGHTNING TALK
Transportation, Auto & Infrastructure
Risk Based Characteristics
Varied Infrastucture
Risk Scoring
Time-Series Forecasting
LIGHTNING TALK
Machine Learning For Oil & Gas (Part 1)
Predictive Maintenance
Save Time & Money
IoT Devices & Sensors
Graph/ML Algorithm
LIGHTNING TALK
Machine Learning For Structured Finance
Alternative Investments
Predict Next-Best Position
Score Next-Best Move
Time-Series Forecasting
LIGHTNING TALK
Model Interpretability
Bias Detection/Correction
Accurate Interpretation
Model Fairness
Factor & Sensitivity Analysis
LIGHTNING TALK
Local vs Remote Repositories in Git
Git Pushes
Git Pulls
Repository Cloning
Git Fetching
LIGHTNING TALK
Machine Learning For Supply Chain
Demand Prediction
Inventory Planning
Forecasting
Neural Networks
LIGHTNING TALK
Linear Regression in Machine Learning
Simple Models
Line of Best Fit
Scatter Plots
Customer Satisfaction
LIGHTNING TALK
Deploying Machine Learning Systems
Scatter Plots
ML Behind the Scenes
Satisfaction Scoring
Linear Regression
LIGHTNING TALK
Merge vs Rebase in Git
Feature Branching
Staging Features
Working Repositories
Discrepancy Resolution
LIGHTNING TALK
Saving Time and Money with Wireframes
Design Iteration
Rapid Prototyping
Streamlining Workflows
Team Management
LIGHTNING TALK
Alternative Investments: Part 3
User Experience and Expectations
Millennials in the Workforce
Modernization
Modern UI Conventions
LIGHTNING TALK
Alternative Investments: Part 2
Technology Stack - Laggard / Status Quo / Innovator
Outdated Technology
Missed Opportunities
Buy / Sell Recommendations
LIGHTNING TALK
Alternative Investments: Part 1
Intro to Alternative Investments
Growth and Changing ROI Expectations
Standardization & Data Fabric
Real-time Analytics
LIGHTNING TALK
Bond Trading Platform Software
Financial services
Bond trading
Dashboards and analytics
Custom software
LIGHTNING TALK
Machine Learning For Structured Finance
Alternative Investments
Predict Next-Best Position
Score Next-Best Move
Time-Series Forecasting
LIGHTNING TALK
Transportation, Auto & Infrastructure
Risk Based Characteristics
Varied Infrastucture
Risk Scoring
Time-Series Forecasting
LIGHTNING TALK
Machine Learning For Oil & Gas (Part 1)
Predictive Maintenance
Save Time & Money
IoT Devices & Sensors
Graph/ML Algorithm
LIGHTNING TALK
UX Design for Data Products
Improving data products through UX design
Understanding, trusting, & taking action on data
Workflows, information hierarchy, & design systems
Testing designs to gain insights and iterate
LIGHTNING TALK
Machine Learning CI/CD Pipelining
Productionizing machine learning
Machine learning CI/CD deployment
Delivering ML outcomes to users
Data science production
LIGHTNING TALK
What is a Data Product?
Data Products
Machine Learning CI/CD Pipeline
Data Science as a Product
Scalable Data Science
LIGHTNING TALK
Keeping Humans in the Machine Learning Loop
Verification
Software & Hardware Trust
Machine Learning Automation
Lower Barrier Adoption
LIGHTNING TALK
Transportation, Auto & Infrastructure
Risk Based Characteristics
Varied Infrastucture
Risk Scoring
Time-Series Forecasting
LIGHTNING TALK
Machine Learning For Oil & Gas (Part 1)
Predictive Maintenance
Save Time & Money
IoT Devices & Sensors
Graph/ML Algorithm
LIGHTNING TALK
Machine Learning For Structured Finance
Alternative Investments
Predict Next-Best Position
Score Next-Best Move
Time-Series Forecasting
LIGHTNING TALK
Model Interpretability
Bias Detection/Correction
Accurate Interpretation
Model Fairness
Factor & Sensitivity Analysis
LIGHTNING TALK
Machine Learning For Supply Chain
Demand Prediction
Inventory Planning
Forecasting
Neural Networks
LIGHTNING TALK
Linear Regression in Machine Learning
Simple Models
Line of Best Fit
Scatter Plots
Customer Satisfaction
LIGHTNING TALK
Deploying Machine Learning Systems
Scatter Plots
ML Behind the Scenes
Satisfaction Scoring
Linear Regression
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