Muhammad Asif Ayub

Experience

• 

  PLC Group

  May 2021 - Dec 2023

  ⫸ Led a cross-functional team of data engineers and analysts, collaborating with backend and frontend teams to develop a cloud-based Actionable Insights platform tailored for TowerCos, OpCos, ESCos, MSPs, OEMs, and Data Centers. Our solution empowers data-driven decision-making.⫸ Drove data-centric initiatives employing statistical, machine learning, and deep learning techniques, resulting in monthly OpEx savings exceeding 40%, a consistent 6% boost in network-wide operational uptime, and streamlined CapEx planning, leading to significant time and cost efficiencies.⫸ Proactively enhance end-customer insights by regularly delivering new use cases, ensuring they are not confined to fixed analytics but have access to evolving and adaptable solutions. Show less ⫸ Designed, implemented, and managed health profiles for site equipment, preventing asset sweating and automating maintenance schedules, resulting in minimal site visits and trip cost savings.⫸ Led efforts to mitigate risks, identifying and resolving issues like fuel pilferages, asset misuse, and power theft, resulting in significant risk reduction and cost savings.⫸ Developed tailored statistical algorithms for monthly network performance analysis, smart asset movement, predictive site outage detection, and root cause analysis.⫸ Performed Extensive R&D on LLM-based Chatbots, including RASA and LangChain frameworks with LLAMA-2 chat model and GPT4ALL algorithms.⫸ Utilized data-driven insights to forecast energy targets for all power sources, optimizing power source utilization and site performance.⫸ I analyzed battery, fuel, and HVAC data globally, benefiting Canadian customers by saving millions through improved HVAC filter cleanliness assessments and site visits.⫸ Pioneered R&D in database architecture, implementing best practices that resulted in efficient big data analysis.⫸ Proficiently sourced and processed data from multiple APIs using Python, including solar irradiance, weather conditions, and temperature, maintaining clean and modular code.⫸ Developed Python scripts for ETL processes, Apache Spark for processing and analysis, and Apache Airflow for pipeline scheduling and workflow management.⫸ Presented the reports/visualization to customers and internally to senior managers in Tableau, Power BI, Google Looker Studio, and Google Slides.⫸ I want seamless cross-functional collaboration to align efforts with company goals and deadlines. Delivering efficient resolutions through effective teamwork. Show less ⫸ Performed manual and automated firmware testing governing HVACs and generators to ensure robust functionality.⫸ Developed Python automation scripts, improving firmware testing efficiency and cutting testing time by 40%.⫸ Designed and executed various test scenarios, identifying and resolving over 150 critical issues before deployment.⫸ Collaborated with developers, offering detailed bug reports and regeneration steps, resulting in a 50% faster issue resolution.⫸ Implemented TICK stack, enhancing data collection, visualization, and analytics, boosting customer interest.⫸ Assisted customers in site activities, ensuring timely support and issue resolution with high customer satisfaction.⫸ Successfully executed over 80 freelance projects in 2 years with a 98% success rate in embedded firmware development. Show less

  • Lead Data & BI

    Jul 2023 - Dec 2023

  • Senior Data Analyst

    Jan 2022 - Jul 2023

  • Firmware Test Engineer (QA)

    May 2021 - Dec 2021
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  SOFTOO

  Dec 2023 - Jun 2024

  Lead Data Scientist
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  Thunder - Energy Intelligence Platform

  Jun 2024 - now

  Lead Data Scientist & Solutions Design