Sports Analytics Courses

Bryan Cafferky

Hot Technologies in Data Analytics - What You Need to Learn

Discover essential emerging technologies in Data Analytics and learn how to evaluate them for your career advancement.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Prodramp

Music Analytics App in Python with Streamlit and Spotify

Build a music analytics app using Python, Streamlit, and Spotify API. Learn to integrate song features, recommendations, album art, and artist data for a comprehensive music exploration experience.

• YouTube
• 1 hour 38 minutes
• On-Demand
• Free Video

Prodramp

Develop Music Analytics App with Spotify API in Python

Develop a music analytics application using Python and Spotify API. Learn to access audio features, perform track analysis, and create personalized recommendations for a unique music experience.

• YouTube
• 55 minutes
• On-Demand
• Free Video

Prodramp

No-Code and Full-Code Data Analytics with GigaSheet and Pandas - Side-by-Side

Hands-on workshop comparing no-code (GigaSheet) and full-code (Pandas) data analytics solutions, covering data upload, filtering, aggregation, updating, grouping, and exporting.

• YouTube
• 56 minutes
• On-Demand
• Free Video

Prodramp

Getting Started with Retail Data Analytics

Develop retail data analytics skills using Python libraries to create consumer profiles, purchase histories, and interactive dashboards with geo-traceable data from 4500+ Walmart stores.

• YouTube
• 2 hours 17 minutes
• On-Demand
• Free Video

IEEE

Trustworthy Data Analytics in the Cloud Using SGX

Explore trustworthy cloud-based data analytics using SGX technology. Learn about VC3, a system enabling secure MapReduce computations while preserving confidentiality and integrity of code and data.

• YouTube
• 22 minutes
• On-Demand
• Free Video

USENIX

Principled Performance Analytics

Explore innovative analytical methods for high-fidelity insights in distributed systems, focusing on performance analytics, statistical approaches, and practical applications in complex services at scale.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Conference Talk

USENIX

GraphOne - A Data Store for Real-time Analytics on Evolving Graphs

GraphOne: A data store for real-time analytics on evolving graphs, combining edge and adjacency lists with dual versioning for efficient updates and computations. Outperforms graph databases in ingestion and static graph systems in analytics.

• YouTube
• 27 minutes
• On-Demand
• Conference Talk

USENIX

Hydra - A Federated Resource Manager for Data-Center Scale Analytics

Federated resource management system for large-scale data analytics, enabling efficient scheduling and policy enforcement across millions of cores and exabytes of data in Microsoft's internal data lake.

• YouTube
• 27 minutes
• On-Demand
• Conference Talk

USENIX

A Differentially Private Data Analytics API at Scale

LinkedIn's privacy system uses differential privacy to protect member data while providing audience engagement insights, enabling marketing analytics with user-level privacy guarantees and strict budget management.

• YouTube
• 21 minutes
• On-Demand
• Conference Talk

USENIX

Opaque - An Oblivious and Encrypted Distributed Analytics Platform

Explore Opaque, a distributed analytics platform offering strong security for sensitive data through encryption, authentication, and oblivious operators, with optimized performance on Spark SQL.

• YouTube
• 26 minutes
• On-Demand
• Conference Talk

USENIX

Live Video Analytics at Scale with Approximation and Delay-Tolerance

Explore VideoStorm, a system for efficient live video analytics at scale, featuring resource management techniques to optimize quality and lag for thousands of concurrent queries.

• YouTube
• 27 minutes
• On-Demand
• Conference Talk

USENIX

Zero-Change Object Transmission for Distributed Big Data Analytics

Explore zero-change object transmission for efficient data exchange in distributed big data analytics, improving performance without code modifications.

• YouTube
• 20 minutes
• On-Demand
• Conference Talk

USENIX

Privid - Practical, Privacy-Preserving Video Analytics Queries

Explore privacy-preserving video analytics with Privid, a system enforcing duration-based privacy for public surveillance footage while maintaining utility for various applications.

• YouTube
• 17 minutes
• On-Demand
• Conference Talk

USENIX

Ekya - Continuous Learning of Video Analytics Models on Edge Compute Servers

Continuous learning for edge video analytics models, addressing data drift and balancing inference-retraining tradeoffs. Ekya optimizes resource allocation for improved accuracy with fewer GPU resources.

• YouTube
• 17 minutes
• On-Demand
• Conference Talk