UX Design for Data Products

2020-01-13

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

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2019-11-06

Machine Learning CI/CD Pipelining

Productionizing machine learning
Machine learning CI/CD deployment
Delivering ML outcomes to users
Data science production

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2019-11-05

What is a Data Product?

Data Products
Machine Learning CI/CD Pipeline
Data Science as a Product
Scalable Data Science

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2019-08-28

Apache Kafka 101

Apache Kafka Overview
Producer + Consumer API
Kafka Connect, Kafka Streams API, and KSQL
Use Cases

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2019-08-27

Alternative Investments: Part 3

User Experience and Expectations
Millennials in the Workforce
Modernization
Modern UI Conventions

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2019-08-27

Alternative Investments: Part 2

Technology Stack - Laggard / Status Quo / Innovator
Outdated Technology
Missed Opportunities
Buy / Sell Recommendations

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2019-08-27

Alternative Investments: Part 1

Intro to Alternative Investments
Growth and Changing ROI Expectations
Standardization & Data Fabric
Real-time Analytics

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2019-07-18

Supernodes

Big data
Influence scoring
Data partitions
Janusgraph

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2019-07-18

Graph For Supply Chain

Data modeling
Distribution networks
Resource planning
Process optimization

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2019-07-18

Graph For IoT

Internet of Things
Time-series data
Network of devices
Data visualization

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2019-07-11

Bond Trading Platform Software

Financial services
Bond trading
Dashboards and analytics
Custom software

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2019-05-29

Entitlements

ID management
Entitlements
Permissions
Gated Content

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2019-05-23

Keeping Humans in the Machine Learning Loop

Verification
Software & Hardware Trust
Machine Learning Automation
Lower Barrier Adoption

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Transportation, Auto & Infrastructure

Risk Based Characteristics
Varied Infrastucture
Risk Scoring
Time-Series Forecasting

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Machine Learning For Oil & Gas (Part 1)

Predictive Maintenance
Save Time & Money
IoT Devices & Sensors
Graph/ML Algorithm

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Machine Learning For Structured Finance

Alternative Investments
Predict Next-Best Position
Score Next-Best Move
Time-Series Forecasting

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Model Interpretability

Bias Detection/Correction
Accurate Interpretation
Model Fairness
Factor & Sensitivity Analysis

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Local vs Remote Repositories in Git

Git Pushes
Git Pulls
Repository Cloning
Git Fetching

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Machine Learning For Supply Chain

Demand Prediction
Inventory Planning
Forecasting
Neural Networks

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Linear Regression in Machine Learning

Simple Models
Line of Best Fit
Scatter Plots
Customer Satisfaction

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Deploying Machine Learning Systems

Scatter Plots
ML Behind the Scenes
Satisfaction Scoring
Linear Regression

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Merge vs Rebase in Git

Feature Branching
Staging Features
Working Repositories
Discrepancy Resolution

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