The Future Of Software engineering and AI: What YOU can do about it
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Segmenting by failure type - lack of data vs lack of capability- Build classification logic to tag each failure
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Building persona-varied synthetic data- Learn how to generate diverse, realistic user queries using persona conditioning
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Mini-Project: Generating Synthetic Data & Finetuning for EvaluationAI BootcampMini 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.
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Vector Databases and Query OptimizationAI BootcampExplore vector databases, chunking, and query optimization (HyDE, reranking, filtering) using contrastive learning and cosine similarity.
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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
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Persisting data30 Days of React NativeAsync Storage is a lightweight key-value database built specifically for React Native.
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Download instruction tuning datasetAI BootcampVast repository of datasets for instruction tuning