* July 24 - Present: -> Creating Custom RAG models using Hugging Face Embeddings + Pinecone index with Mistral 7B model in Hugging Face to answer the car user manual pdf. -> Creating the namespace enabled Pinecone index with cosine metric for different vehicle coaching manuals. -> Creating the Cloud Run service using Docker + flask for the above model as a backend API service. -> Creating the Cloud Function service for multi model available in GCP Vertex AI. -> Deploying the Mistral Model (~14GB) in Local (GPU) and removed the hugging face dependency.

* July 23- Dec 23: -> Worked on the anomaly detection of vehicles using the unsupervised learning algorithms like Isolation forest, One Class- SVM, Auto Encoder in Keras, Scikit learn and deployed as a docker container with flask. -> deployed logistic regression model in AWS Sagemaker as endpoint *Jan 24-Feb24 : Worked in Jenkins pipelines for automating -> build of C project using Make and CMake -> Static Code Analysis, Unit Test with CppUTest and -> Sending metrics to Grafana dashboard with Prometheus API.* Mar 24 - June 2024: -> Analysing and cleaning the truck vehicle data using pandas and matplotlib. -> Detecting the anomolies for multivariate data using Statistical and K-Means Clustering Technique in GCP Vertex AI Notebooks -> Trained the LSTM based Auto Encoder for detecting anomalies and Getting the Explanations from LIME XAI to know about problematic features that leads to anomaly. -> Developing the GCP Dataflow pipeline for processing (Normalization) live data from Pub/Sub and getting predictions from both Statistical and K-Means for precise results. ->Send the point anomalies to Influx DB from pipeline for the alert notification for users.

• Worked on the EVM Board bring up activities and Automotive OS for theautomotive vehicles.• Monitored and analyzed the performance of the board from variousconfigurations of the cross compiled application.• Researched the OpenVX framework for the GPU based applicationsby using the graph based execution.• Worked in Robot framework for automated testing.• Worked collaboratively with team members to meet project goals