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AI for Player Performance and Training

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AI for Player Performance and Training

Ce cours fait partie de Spécialisation "AI in Sports: The Approach of a Club"

Instructeur : Marisa Sáenz

Inclus avec

4 modules

Obtenez un aperçu d'un sujet et apprenez les principes fondamentaux.

niveau Débutant

Expérience recommandée

2 semaines à compléter

à 10 heures par semaine

Planning flexible

Apprenez à votre propre rythme

4 modules

Obtenez un aperçu d'un sujet et apprenez les principes fondamentaux.

niveau Débutant

Expérience recommandée

2 semaines à compléter

à 10 heures par semaine

Planning flexible

Apprenez à votre propre rythme

Ce que vous apprendrez

Apply AI and wearables to enhance athlete performance
Use data analysis to improve athlete training
Leverage AI to optimize team tactics and strategy

Compétences que vous acquerrez

Catégorie : Athletic Training
Catégorie : Technology Solutions
Catégorie : Process Optimization
Catégorie : Artificial Intelligence
Catégorie : Goal Setting
Catégorie : Data Management
Catégorie : Physical Science
Catégorie : Health Technology
Catégorie : AI Integrations
Catégorie : Predictive Analytics
Catégorie : Injury Prevention
Catégorie : AI Personalization
Catégorie : Organizational Strategy
Catégorie : Talent Recruitment
Catégorie : Medical Equipment and Technology
Catégorie : Competitive Analysis
Catégorie : Data-Driven Decision-Making
Catégorie : Real Time Data
Catégorie : Coaching
Catégorie : Rehabilitation

Détails à connaître

Certificat partageable

Ajouter à votre profil LinkedIn

Évaluations

8 devoirs

Enseigné en Anglais

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Ce cours fait partie de la Spécialisation "AI in Sports: The Approach of a Club"

Lorsque vous vous inscrivez à ce cours, vous êtes également inscrit(e) à cette Spécialisation.

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Il y a 4 modules dans ce cours

This course explores how artificial intelligence is transforming athlete training and team performance. Students will analyze the role of wearable technology in collecting key data on physical performance, as well as its application in designing more effective and personalized training programs.

The course also delves into the use of digital tools for injury prevention and recovery planning, showing how data can help anticipate risks and optimize return-to-play timelines. From data collection to advanced analytics, learners will discover how AI enables more informed strategic decision-making in real sports contexts. Real-world case studies illustrate how elite teams, such as Real Madrid C.F., are using these technologies to enhance player performance, reduce physical risks, and make better tactical decisions based on real-time analysis.

Détails du module

Explore the essential role of wearable technology in modern sports. This module guides you through the latest innovations in data collection, from foundational wearables to advanced case studies. Discover how devices like the Oura Ring and Playermaker are used to monitor athlete performance, and examine both the benefits and challenges of integrating wearables into elite training environments.

Inclus

6 vidéos3 lectures2 devoirs1 sujet de discussion

6 vidéosTotal 42 minutes

Introduction to Course 2: AI for training and player performance5 minutes
Case Study: the Oura Ring7 minutes
Case Study: Playermaker6 minutes
Wearables: Tech Examples and Key Concepts10 minutes
Benefits and Challenges of Wearables9 minutes
Case Study: Coach Whisperer6 minutes

3 lecturesTotal 120 minutes

Complementary Resources on Introduction to Wearable Technology20 minutes
Complementary Resources on Data Collection and Metrics Monitored60 minutes
Complementary Resources on Benefits and Challenges of Wearables40 minutes

2 devoirsTotal 60 minutes

Wearables and Data Collection30 minutes
Wearables and Data Collection30 minutes

1 sujet de discussionTotal 10 minutes

Wearables and Data Collection10 minutes

Delve into the transformative impact of technology and AI on player health. In this module, you’ll learn how advanced data-driven tools proactively prevent injuries and support sustainable recovery. Real-world case studies, including insights from Real Madrid, demonstrate the use of AI-powered solutions and recovery platforms that help athletes stay at their peak.

Inclus

6 vidéos3 lectures2 devoirs1 sujet de discussion

6 vidéosTotal 46 minutes

From Reaction to Proactive Prevention7 minutes
Integrated AI Solutions and Sustainable Data-Driven Recovery11 minutes
A real-life example: Thibaut Courtois anterior cruciate ligament (ACL) case study7 minutes
Real Madrid's use case for injury prevention: Olocip9 minutes
Real Madrid’s use case for recovery: TRAK8 minutes
Real Madrid's use case for wellness: Starpool5 minutes

3 lecturesTotal 40 minutes

Complementary Resources on The Role of Technology in Injury Prevention15 minutes
Complementary Resources on Recovery Tools and Strategies15 minutes
Complementary Resources on Applications of AI and Data Analytics in Injury Prevention and Recovery10 minutes

2 devoirsTotal 60 minutes

Injury Prevention and Recovery30 minutes
Injury Prevention and Recovery30 minutes

1 sujet de discussionTotal 10 minutes

Injury Prevention and Recovery10 minutes

Uncover how artificial intelligence is revolutionizing team management and training personalization. This module covers AI-driven scouting, transfer decisions, and the creation of individualized training programs. Through practical examples and deep-dive case studies, you’ll see how data and AI empower coaches to tailor strategies to each player’s needs and maximize team success.

Inclus

6 vidéos2 lectures2 devoirs1 sujet de discussion

6 vidéosTotal 38 minutes

Artificial intelligence in player scouting and transfer decisions6 minutes
Artificial intelligence in player scouting and transfer decisions 27 minutes
Personalised training programs6 minutes
SMART Goals and Use Cases5 minutes
Deep Dive6 minutes
Key Concepts8 minutes

2 lecturesTotal 100 minutes

Complementary Resources on AI in Player Scouting and Transfer Decisions40 minutes
Complementary Resources on Personalised Training Programs60 minutes

2 devoirsTotal 60 minutes

Optimizing team management & personalization in training30 minutes
Optimizing team management & personalization in training30 minutes

1 sujet de discussionTotal 10 minutes

Optimizing team management & personalization in training10 minutes

Examine how AI and real-time data analytics are reshaping game preparation and tactical decision-making. This module explores pre-game strategy development, in-game adjustments backed by live data, and post-game analysis for continuous improvement. Learn how elite teams use technology to refine their approach and gain a competitive edge on the field.

Inclus

6 vidéos3 lectures2 devoirs1 sujet de discussion

6 vidéosTotal 41 minutes

AI for Pre-Game Strategy Development: theory7 minutes
AI for Pre-Game Strategy Development: tech examples4 minutes
In-Game Adjustments Using Real-Time Data: theory8 minutes
Case Study: StatsPerform6 minutes
Post-Game Analysis for Future Strategy: theory9 minutes
Post-Game Analysis for Future Strategy: tech examples8 minutes

3 lecturesTotal 190 minutes

Complementary Resources on AI for Pre-Game Strategy Development120 minutes
Complementary Resources on In-Game Adjustments Using Real-Time Data40 minutes
Complementary Resources on Post-Game Analysis for Future Strategy30 minutes

2 devoirsTotal 60 minutes

Game Strategy and Tactics30 minutes
Game Strategy and Tactics30 minutes

1 sujet de discussionTotal 10 minutes

Game Strategy and Tactics10 minutes

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