1. Research & Development of GenAI Tools
- Identify, evaluate, and benchmark state-of-the-art Generative AI tools (e.g., OpenAI, Stability AI, RunwayML, ElevenLabs, Pika Labs, and other open-source tools).
- Stay updated with emerging AI models in video synthesis, face manipulation, deepfake detection, and text-to-video technologies.
- Experiment with new model architectures, APIs, and frameworks for scalable content generation.
2. Orchestration & Automation
- Design automated workflows for orchestrating multiple GenAI tools to generate videos at scale.
- Develop pipelines integrating text, audio, and video generation models (e.g., combining LLMs with synthetic media tools).
- Optimize GPU/Cloud-based processing for efficient batch generation of synthetic datasets.
- Ensure seamless data pipeline integration for AI/ML model training.
3. Synthetic Data Generation for Deep Fake Classification
- Generate large-scale synthetic deep fake datasets using various AI-driven tools.
- Develop procedural rules to create diverse video content, mimicking real-world deep fake patterns.
- Implement labeling and annotation workflows to tag deepfake and real video content accurately.
- Work with ML engineers to improve dataset quality for deepfake classifiers.
4. Data Analysis & Performance Monitoring
- Analyze video synthesis outputs to assess realism, quality, and AI model bias.
- Conduct data-driven experiments to measure the effectiveness of generated datasets.
- Develop dashboards, reports, and insights to track synthetic data performance.
- Identify and troubleshoot model weaknesses and anomalies in deepfake detection.
5. Data Feed Development
- Design and implement data feeds from external sources, ensuring accuracy, reliability, and efficiency.
- Develop automated processes for data collection and ingestion, utilizing appropriate tools and technologies.
6. Data Scraping and Analysis
- Conduct data scraping from diverse external sources to gather relevant information.
- Perform heuristic analysis and data exploration to derive insights for better prioritization of tasks and projects.
7. Collaboration and Communication:
- Work effectively with a diverse team of multicultural freelancers, fostering a collaborative and inclusive work environment.
- Maintain clear and open communication channels to facilitate seamless coordination and feedback exchange.