Project
Transformer Signal Studio
41% faster experiment loopsA multimodal research playground for retrieval, prompt testing, and benchmark tracing across long-context transformer pipelines.
Tech stack
PythonTransformersVector SearchFastAPI
Introduction
kriti bhardwaj / AI-ML Engineer
kriti bhardwaj.
Working with data and machine learning fundamentals. Focused on understanding patterns, building models, and solving problems through hands-on practice.
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About me
Analytical structure with a creative bias.
About
Understanding data, building with intent.
Started with Python and gradually moved into data analysis, visualization, and machine learning fundamentals. Built a clear understanding of how data is processed, cleaned, and transformed before applying models.
Worked with tools like Pandas and NumPy for data handling, and used visualization techniques to better understand patterns and trends. Learned core machine learning concepts including feature engineering, data preprocessing, and basic model building.
Continuously practicing with different datasets to strengthen understanding and improve decision-making with data. Focused on writing clean code, understanding the logic behind algorithms, and building a solid foundation for more advanced work.
Projects
Selected projects built through practice and experimentation.
3 selected projects
Project
Vision QA Observatory
92% placeholder precisionA computer vision workflow for defect detection and explainable heatmaps with human-in-the-loop review for edge cases.
Tech stack
PyTorchOpenCVGrad-CAMWeights & Biases
Project
MLOps Pulse Grid
28% lower incident response timeA deployment and observability layer that tracks model drift, orchestrates retraining, and keeps inference latency visible.
Tech stack
DockerGitHub ActionsMLflowPrometheus
Tech stack
Tools and technologies I use while learning and building.
Selected node
Python
86%
Machine Learning
Model building, preprocessing, feature engineering, and learning the fundamentals with clarity.
Active
Pythonscikit-learnNumPyModel BuildingPreprocessing
Data Analysis
Cleaning data, finding patterns, and using visual exploration to support better decisions.
Active
PandasMatplotlibSeabornData VisualisationPattern Analysis
Developer Tools
Daily tools used for practice, experimentation, version control, and a clean workflow.
Active
GitGitHubVS CodeClaude CodeJupyter
Contact
Let’s build something intelligent and visually exact.
Open to collaborations, projects, and meaningful ideas.