4/ 🏆 What’s in it for you:.• $20,000 AUD prize pool.• Travel grants to IEEE Energy Tech 2025.• Global visibility in applied ML + energy innovation. ⏳ Warm-Up Phase ends 15 Sept 2025.🔗 #FlexTrack2025 #MLforEnergy #ClimateTech.

3/ 📊 Data includes:. • Whole-building power (kW).• Dry bulb temp (°C).• Solar irradiance (W/m²).• DR flags + target capacity. Your job: extract DR signals and estimate load shift under real-world variability.

2/ 🧠 Your tasks:. 1. Classify if/when a DR event occurred.2. Regress how much energy was shifted vs baseline. You’ll model unfiltered 15-min data from building digital twins: across climate zones, with baseline drift, HVAC cycling, weather noise, and behaviour shifts.

⚡ Can you build an ML model that detects demand response events?.Can it quantify megawatt-scale energy shifts from time series alone?.Join FlexTrack 2025, brand new challenge that uses 15-minute building energy data from real sites!.🔗 🧵 #SmartGrid.

4/ What’s in it for you?.🔬 Advanced multimodal retrieval & reasoning.💰 Chance to win from a cash prize pool of $33,000.🎤 Get recognised at KDD Cup 2025. Join the challenge today! 🔗

3/ CRAG-MM is a benchmark designed for real-world wearable AI:.📷 Real-world images from Ray-Ban Meta glasses.🌍 13 diverse domains (from shopping to landmarks).❓ 4 question types from simple facts to multi-hop reasoning.🗣️ Multi-turn dialogues to test conversational AI.

2/ Why does this matter?.Wearables are becoming a part of daily life, acting as AI assistants but still struggle with accuracy, context, and reasoning. Multimodal retrieval-augmented generation (RAG) can change that. 🧐.

1/ Imagine walking through a city, asking your AI glasses, “What’s this building?” & instantly getting accurate, real-time information. 📍.No hallucinations. No misinformation. Just facts. 🚀.That’s what the Meta CRAG-MM Challenge aims to build. 🔗

⏳Warm-up round is now live! .🕹️Change the way people game by building NPCs that come alive 👇

🌟 Highlights:. 1 .GPU & API tracks.2. $20,000 Prize Pool.3. Part of Wordplay Workshop at EMNLP 2025.4. Build on PeaCoK ACL'23 Outstanding Paper.

🛠️ Your Mission:. 1. Design AI-driven dialogues with immersive context.2. Enable NPCs to execute in-game tasks seamlessly.3. Combine both to revolutionise gaming experiences.

🎮 You're exploring your favourite RPG city. The blacksmith greets you, remembers you saved his life recommends a customised weapon upgrade. Build better NPCs that respond naturally, adapt dynamically, and recall your actions.👇

5/ 🔗 Sign up today: 🌟 Let’s pave the way for smarter, greener buildings—together. Join the challenge now!.

4/ 💡 What’s in it for you?.- Total prize pool: $20,000 AUD 🏆.- Travel grants to present your work 🌏.- Be part of a global movement for sustainability 💚.

3/ Your mission: Classify time-series data from real buildings using the Brick schema. Solve the puzzle of standardising building data and unlock smarter, more efficient, greener buildings. 🛠️🌱.

2/ Buildings consume 30% of global energy, but managing their data is chaotic and costly. Inconsistent formats slow down energy-efficient solutions. We need a breakthrough. That’s where YOU come in. 🚀.

1/ 💡🏢 New Challenge Alert: Join the Brick by Brick: Automating Building Data Classification Challenge and tackle one of the biggest hurdles in sustainable building tech - automated building data classification. 📷 Join now:

7/ 💡 Ready to build?.Sign up now and take part in the Sounding Video Generation Challenge 2024. #AI #ML #SVGChallenge2024.

6/ 🗓 Key Dates:. Warmup Round: 29th Oct 2024.Phase I: 2nd Dec 2024.Phase II: 3rd Jan 2025.Challenge End: 25th Mar 2025.Join the warmup round and get early access to the dataset! 👇

5/ Why Join?. 🎯 Solve an exciting and unexplored challenge in audio-visual genAI.🎥 Access exclusive Sony datasets & baselines. 🏆 Compete for $35,000 in prizes & gain recognition in the AI community.