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Work Background
Wanclouds Inc.AI Engineer
Apr. 2023Islāmābād, Pakistan• Developing and Fine-Tuning LLMs and ML Models: Spearheading the creation and fine-tuning of large language models (LLMs) such as Llama 2, as well as other machine learning models. This involves optimizing these models for specific applications, leveraging the strengths of both open-source and closed-source technologies. • Laying down base for CloudWhisper chatbot: A bot that utilizes OPENAI and Claude's function calling to create payloads for VPC+ backup and restore APIs. • Knowledge graph integration: Laid base foundation to convert any GET API structured responses and convert them in nodes with meaningfull relationships with scheduled maintanance. • Integration of knowledge graph query generation prompt to retrieve user data and perform resource analysis. • Added prompt VPC IBM cloud cost optimization analysys and report generation from bulky API data and generating matplotlib representation through PandasAI. • Worked on CloudWhisper QnA feature of chatbot using RAG Llamaindex to store VPC+ and Wancloud offerings to entertain user queries. • Optimized anthropic function calling to sequential execution of tools to cater hallucinations of large payload generation. • Worked with multiple models including OpenAI, Claude, Llama2 and Raven. Testing function calling and writing effective prompts to enhance payload creation • Research and Implementation of AI Innovations: Stay updated on the latest advancements in GenAI, both in the open-source community and from commercial vendors. Implement innovative solutions to improve the effectiveness and efficiency of deployed models.
Wanclouds Inc.Software Engineer
Sep. 2021Islāmābād, Pakistan• Well acquainted with features/services AWS, Google Cloud and IBM Cloud and VPC+ product. • Implemented cost optimization feature for AWS and GCP cloud resources, displaying cost trends and fetching idle resources and right-sizing recommendations for saving cost. • Implemented cost consumption service for disaster recovery operation of GCP, AWS and IBM resources, keeping clear payment records for stripe service. • Added AWS karpenter service to scale EKS clusters and optimized node utilization. • Redesigned the architecture for a single and scheduled backup and restore of AWS VPCs and EKS clusters. • Added AWS MGN (regional EKS migration service) for cross regional cluster migration. • Worked with multiple AWS, IBM, GCP API's to discover cloud resources through cron jobs scheduled by Redis and storing in SQL database. • Added multiple bug fixes for VPC+ and led junior resources in multiple tasks.
NokiaRAN Engineer
Mar. 2021 - Jan. 2022Islāmābād, Pakistan• Escalated 2G, 3G, and 4G site issues for Telenor, initiating maintenance work orders. • Implemented Python automation for daily reports, reducing generation time from hours to seconds. • Conducted in-depth analysis for management requests, maintaining report automation.
Slosh AI SolutionsMachine Learning Engineer
Aug. 2020 - Mar. 2021Islāmābād, Pakistan• Worked with a team of engineers to develop an AI flask application to detect brain tumor. • Implemented ANTSpy library to skull strip raw MRI scans and preprocessed it before model detects tumor. • Gathered RAW data from hospitals, generated processed data for UNET model to improce dice score. • Worked with BraTS dataset with UNET model and optimized the convolution layers to remove false positives and improve dice score.
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