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        lesson

        Segmenting by failure type - lack of data vs lack of capability

        - Build classification logic to tag each failure

        lesson

        Building persona-varied synthetic data

        - Learn how to generate diverse, realistic user queries using persona conditioning

        https://s3.amazonaws.com/assets.fullstack.io/n/20250722182237417_AI%20Bootcamp%20cover%20image%20%281%29.png

        lesson

        Mini-Project: Generating Synthetic Data & Finetuning for EvaluationAI Bootcamp

        Mini Projects: Generating Different Synthetic Data & Fine-Tuning for Evaluation-Centric Applications w.r.t Building synthetic data for non-reasoning, Building synthetic data for reasoning, and Building synthetic data for diversity.

        https://s3.amazonaws.com/assets.fullstack.io/n/20250722182237417_AI%20Bootcamp%20cover%20image%20%281%29.png

        lesson

        Vector Databases and Query OptimizationAI Bootcamp

        Explore vector databases, chunking, and query optimization (HyDE, reranking, filtering) using contrastive learning and cosine similarity.

        https://s3.amazonaws.com/assets.fullstack.io/n/20250722182237417_AI%20Bootcamp%20cover%20image%20%281%29.png

        lesson

        Statistics and Data PreprocessingAI Bootcamp

        - Exploring core stats: mean, standard deviation, normal distributions - Working with real datasets (Titanic) using Pandas: filtering, grouping, feature engineering, visualization - Preprocessing tabular data for ML: encoding, scaling, train/test split

        https://s3.amazonaws.com/assets.fullstack.io/n/20250212145951782_article-image.jpg

        lesson

        Persisting data30 Days of React Native

        Async Storage is a lightweight key-value database built specifically for React Native.

        https://s3.amazonaws.com/assets.fullstack.io/n/20241231162623300_AI%20Bootcamp%20cover%20image.png

        lesson

        Download instruction tuning datasetAI Bootcamp

        Vast repository of datasets for instruction tuning


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