Umair Fiaz

Umair fiaz

bookmark on deepenrich
location of Umair FiazIslamabad, Islāmābād, Pakistan
Followers of Umair Fiaz241 followers
  • Timeline

  • About me

    Data Science | Fintech | Jazz

  • Education

    • University of engineering and technology, lahore

      2016 - 2020
      Bachelor of engineering - be electrical engineering

      Activities and Societies: IEEE, Event Management Four years is a lot of time. I have a got a perspective, skill, and discipline. Learned a lot - and I am confident in using it to make this world a better place.Engineering is not just science, it is a whole package combining management, creativity where you get to be more pragmatic than abstract. [FYP] Smart Energy Meter- Measure current, voltage, power factor of home appliances- Forecast load through Neural Nets- Unit Commitment for generating stations- MATLAB… Show more Four years is a lot of time. I have a got a perspective, skill, and discipline. Learned a lot - and I am confident in using it to make this world a better place.Engineering is not just science, it is a whole package combining management, creativity where you get to be more pragmatic than abstract. [FYP] Smart Energy Meter- Measure current, voltage, power factor of home appliances- Forecast load through Neural Nets- Unit Commitment for generating stations- MATLAB application, Mobile applicationFlexible and can be modified to control appliances through application by connecting them with Adafruit dashboard, IFTTT through ESP8266. This can make it to act as a smart energy and home automation controller. Show less

    • National university of computer and emerging sciences

      2021 - 2023
      Master of science - ms data science

      Activities and Societies: [Research Assistant] Work for a project on magneto-inductive system for underwater communication. Design DSP systems on MATLAB and STM32. Use instrument control to save time. Antenna theory and electromagnetism to meet the required design specifications of hardware coils. [Thesis] Fiber to the Home Optimization and Automatic PlanningUse IP and MIP to formulate the multi-level FTTH problem accurately considering the practical constraints (like joint location and number of splitters decision). Design a Physarum polycephalum mold algorithm for network design optimization - to minimize the complexity use unsupervised clustering tricks. Packaged it in a software and can be used by telecom industries

  • Experience

    • Lahore electric supply company limited

      Jun 2019 - Aug 2019
      Internship trainee
    • Ptcl.official

      Oct 2020 - Dec 2020
      Internee

      Three months in telecom power and switching. Visited sites, fixed the power issues, routing the IPs, and handling customers through CRM. Experienced a lot with interpersonal skills.

    • Cybernet

      Mar 2021 - Aug 2022
      Data analyst

      Field work -> FTTH deployment (from Datacenters to Splitter in PON architecture)---Managing GIS data, designing dashboards and charts (Excel, Tableau, QGIS)Worked on PostGIS, GRASS and graph data structures to systematize GIS dataAnalysis and operation optimization of GIS data, for optimal planning (Python, R, MATLAB)Detecting and fixing the erroneous database entries of heirachical GPON data -> a single base node NULL/wrong entry could cause a loss of information of all its leaves. Used KNN to solve that. ----Coordinated patrolling teamDeveloped a local DB and basic Access frontend design for automation in operations of data entry Show less

    • Creditper

      Aug 2022 - Apr 2023
      Machine learning engineer

      Backend development, managing APIs and Fixing Bugs[Projects][CV] Automatic document cropper with information validation using OCR.[NLP] Use BERT on SMS data for classification → generate user income flows. Develop an API to request this model to generate income flow of a particular userID

    • National university of computer and emerging sciences

      Feb 2023 - Jul 2023
      Research assistant

      Worked on the design of Magneto Inductive (MI) Communication as a part of FRSG project assigned to MARS Lab.Engineered the communication model and develop simulations to transmit magnetically encoded information through ASK. Automates the processes through software and instrument control. Design STM32 based sensor nodes, with a single node could sent analog information and decode it.

    • Jazzcash

      Aug 2023 - now
      Product specialist - data analyst

      Develop ETL jobs using spark, teradata sql, shell scripts, talend and python for report automation. Independently developed a reporting (dashboarding) and ELT ecosystem with bare python to flexibly meet the requirements. And develop it raw using the best DE practices. Used airbyte to do CDC on EL layer and DBT for transformation. Setup psql, and oracle databases, connect them to lake to perform better analytics. The pipelines develop can manage GBs/hr, enough for our needs. Even for that I had to use python threading.Develop the daily email reports to flexibly analyze the lending, savings and insurance. I was also involved with projects including NBFC reporting to help bank recon. Finding problems in loan reporting calculations and managing vendors for fixation. Using the developed DE system, I have worked with various analytics for product growth including:1. Target segmentation of customers using unsupervised clustering techniques. 2. Working with lending team to minimize default risk. With the team effort over the period of year we were able to grow digital lending to 130% while keeping the default rate same. Majorly I have worked with nano-lending, savings, insurance and BNPL. I did analytics with product owners to achieve growth targets. For analytics I have mostly worked with inferential and baysian statistics to meet the needs. Some studies which I conducted over the period:1. Selecting top merchants for over the limit disbursement (used descriptive statistics) - boosting growth2. Strategize to increase flow of competitors' (can't name) customer on JC loans. 78% customers coming for competitor's repayment shifted. 3. Risk profiling for RRBT (recovering loans)Currently for feature intensive datasets I am also working on developing DL systems. Currently using DataIKU, but also developing system on torch for flexibility. Here I am trying to use MLOps practices, and developing containerized applications using Garaj on-premise machines. Show less

  • Licenses & Certifications

    • Registered engineer

      Pakistan engineering council (pec)
      Aug 2020