Maliha Ehsan Instructor | Designer | Analyst
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I am a Computer Science undergraduate researcher with a strong focus on making artificial intelligence practical, interpretable, and reliable under real-world constraints. My technical work sits at the intersection of deep learning, adaptive systems, and explainable AI, which means I do not just train models. I investigate how and why they work, where they fail, and how to fix them.

I currently contribute to research on automated human settlement detection from satellite imagery using convolutional neural networks, as well as drift-aware fault diagnosis in industrial sensor systems. Both projects involve messy, real-world data, distribution shifts, and limited ground truth. These are not textbook problems, and solving them has taught me how to design robust pipelines, benchmark architectures systematically, and prepare results for academic dissemination.

Beyond research, I have built and fine-tuned large language models for resume job description matching, developed cyberattack prediction systems using ensemble classifiers, and implemented voice-controlled hardware automation. My technical toolkit includes Python, PyTorch, TensorFlow, LightGBM, Scikit-learn, and optimization-driven model tuning. I also hold certifications from Microsoft Azure, Cisco, MATLAB Academy, and Google TensorFlow.

What I offer to students is not just code or formulas. I offer clarity. I have experience explaining complex technical concepts to non-technical audiences through informal mentoring and teaching. Whether you need help understanding deep learning architectures, completing a machine learning project, structuring a research analysis, or learning how to design usable systems through Human Computer Interaction, I can guide you step by step.

I also support undergraduate students with career counseling, helping you navigate program choices, research opportunities, and skill development pathways. On the design side, I work with Canva to create clean, effective visual materials for academic and professional use.

My goal is simple: to help you build real understanding, not just finish assignments. If you are willing to learn, I am committed to teaching. What I offer across my subject areas:

Deep Learning & Machine Learning Projects: End-to-end guidance on CNNs, RNNs, transformers, fine-tuning LLMs (LLaMA), and model evaluation. I help you move beyond tutorials to build projects that actually work.

Data Science & Analytics: Complete workflow support—data wrangling, statistical modeling, feature engineering, and visualization. I focus on reasoning behind each step, not just code.

Research Analysis: From framing a research question to structuring experiments, benchmarking models, and preparing results for academic writing. Ideal for undergraduate thesis students or anyone entering research.

Human-Computer Interaction (HCI): Principles of usable system design, user-centered workflows, and interface evaluation. I connect technical functionality with real user behavior.

Canva Graphic Designer: Clean, structured visual design for academic posters, research figures, presentation decks, and course materials. I help non-designers communicate visually without clutter.

Career Counseling for Undergraduate Programs: Practical advice on navigating CS degrees, choosing electives, finding research opportunities, and building a portfolio that stands out.

My teaching style is patient, structured, and example-driven. I don't just give answers. I help you build the intuition to solve problems on your own.

Subjects

  • Deep Learning Beginner-Expert

  • Canva Graphic Designer Expert

  • Human Computer Interaction- HCI Expert

  • Career Counseling for Undergraduate Programs

  • Research Analysis Beginner-Expert

  • Machine learning projects Expert

  • DATA SCIENCE & ANALYTICS Beginner-Expert

Experience

  • MATLAB Onramp course (Feb, 2026–Present) at MathWorks
  • VIRTUAL INTERNSHIP (Oct, 2025–Present) at Forage
    Analyzed sales and inventory datasets using Excel
    Created pivot tables and calculated key retail performance metrics
    •Conducted competitor analysis and data-driven reporting
  • RA (Sep, 2025–Present) at 1 year in university of management and technology, Lahore
    ADAPTIVE AND EXPLAINABLE FAULT DIAGNOSIS IN INDUSTRIAL SENSOR SYSTEMS – RESEARCH ASSISTANT SUPERVISOR: DR.
    ABDUL HAMEED UNIVERSITY OF MANAGEMENT & TECHNOLOGY LAHORE, PAKISTAN
    Investigating drift-aware fault diagnosis in high-dimensional industrial sensor data, where conventional classifiers degrade silently
    under non-stationary operating conditions, a critical failure mode in predictive maintenance systems. Developed an optimized
    LightGBM pipeline in which hyperparameter search is guided by the Elite Opposite Sparrow Search Algorithm (EO-SSA), a
    metaheuristic designed to escape local optima in high-dimensional configuration spaces. Integrated CAMLLE (Class-Aware Locally
    Linear Discriminant Embedding) as a supervised dimensionality reduction stage that preserves inter-class discriminability under
    distributional shift. Results are being prepared for submission to a peer-reviewed venue.
  • Describe the benefits of using cloud services (Nov, 2024–Nov, 2024) at MICROSOFT AZURE CERTIFIED 900, 104, 303, 304
    Describe the benefits of using cloud services: Describe the benefits of high availability and scalability in the cloud.

    Describe the benefits of reliability and predictability in the cloud.

    Describe the benefits of security and governance in the cloud.

    Describe the benefits of manageability in the cloud.
  • Graphic Designer (Sep, 2024–Present) at ' 1 years experience as freelancer
    ✔ Branding & Visual Identity: Designed logos, brand guidelines, and marketing materials for clients.
    ✔ Social Media Design: Created eye-catching posts, banners, and ads for platforms like Instagram, Facebook, and Pinterest.
    ✔ Canva Expert: Designed professional templates, presentations, and digital products using Canva.
    ✔ Ebook & Print Design: Created visually appealing eBooks, brochures, business cards, and other print materials.
    ✔ Client Communication: Managed client projects, gathered design requirements, and delivered high-quality results.
    ✔ Time & Project Management: Handled multiple projects simultaneously while meeting deadlines.
    ✔ Collaboration: Worked with clients, content writers, and social media managers to create cohesive designs.
  • Ebook Designer (Aug, 2024–Present) at ' 1 years experience as freelancer
    ✔ Layout & Formatting: Designed well-structured eBooks with visually appealing layouts for readability.
    ✔ Canva & Adobe Tools: Created eBooks using Canva, Adobe InDesign, and Photoshop for professional quality.
    ✔ Typography & Visuals: Selected fonts, colors, and graphics to enhance user engagement.
    ✔ Custom Cover Designs: Designed attractive and marketable eBook covers tailored to different niches.
    ✔ Interactive Elements: Integrated clickable links, infographics, and call-to-action buttons for digital use.
    ✔ Client Collaboration: Worked closely with authors, marketers, and businesses to meet their branding needs.
    ✔ Print & Digital Optimization: Prepared files for both online distribution (PDF, EPUB) and print-ready formats.
    ✔ Consistency & Branding: Ensured that the eBook design aligned with the client's brand identity.
    ✔ Content Structuring: Organized text, images, and sections for smooth readability and flow.
    ✔ Revisions & Quality Control: Edited and refined designs based on client feedback for final approval.

Education

  • TensorFlow Developer Certificate (Mar, 2026–Apr, 2026) from Tensorflow
  • Data Analytics Essentials (Jan, 2026–Mar, 2026) from Cisco networking academy
  • Get started building with Power BI (May, 2025–now) from Microsoft Azure
  • Volunteer (Apr, 2025–Apr, 2025) from Hope Uplift Foundation
  • Fundamentals of Generative AI (Sep, 2024–Sep, 2024) from Microsoft Azure
  • Computer Science (Jun, 2023–now) from UMT Lahore
  • Higher Secondary (Mar, 2021–Apr, 2023) from Lahore College for Women university, lahore LCWU
  • Secondary (Nov, 2019–May, 2021) from Unique academy Lahore–scored 1086/1100

Fee details

    Rs3,000–11,000/hour (US$10.77–39.49/hour)

    Deep Learning (Beginner – Expert)
    Hourly Fee: 3000 – 11000 PKR
    Fee Details:
    Fee varies based on project complexity, timeline, and whether you need full course coverage or targeted help (e.g., just CNNs, transformers, or fine‑tuning LLMs).
    Includes: End‑to‑end project mentorship, model debugging, and research‑grade implementation advice.

    Canva Graphic Designer (Expert)
    Hourly Fee: 3000 – 8000 PKR
    Fee Details:
    Lower range for templates, academic posters, and presentation decks. Higher range for complete branding packages, research figures, or complex infographics.

    Human Computer Interaction (HCI) (Expert)
    Hourly Fee: 3000 – 9000 PKR
    Fee Details:
    Depends on depth – from core HCI principles and usability heuristics to full user interface evaluation, prototyping guidance, and academic writing for HCI‑related projects.

    Career Counseling for Undergraduate Programs
    Hourly Fee: 3500 – 10000 PKR
    Fee Details:
    Includes academic roadmap planning, course selection, internship strategies, and portfolio building. Higher fee applies for multi‑session career planning or CV/project review.

    Research Analysis (Beginner – Expert)
    Hourly Fee: 3500 – 11000 PKR
    Fee Details:
    Fee depends on research stage – literature review, experiment design, statistical analysis, model benchmarking, or preparing results for publication.
    Special offering:

    I also provide fully funded scholarship guidance starting 3–4 months before deadlines – including university shortlisting, statement of purpose editing, recommendation letter strategy, application tracking, and interview preparation. I help you secure seats in competitive programs (Master’s/PhD) with realistic timelines and documented processes.

    Machine Learning Projects (Expert)
    Hourly Fee: 3500 – 11000 PKR
    Fee Details:
    Higher range for end‑to‑end projects (data collection → deployment), custom model architectures, or research‑oriented implementations. Lower range for code reviews, debugging, or specific algorithm explanations.

    Data Science & Analytics (Beginner – Expert)
    Hourly Fee: 3000 – 10000 PKR
    Fee Details:
    Fee varies by tool stack (Python, SQL, Power BI, Excel) and task complexity – from basic data cleaning and visualization to predictive modeling, feature engineering, and automated reporting pipelines.

    Summary (for profile display)
    Subject Fee Range (PKR/hour)
    Deep Learning 3000 – 11000
    Canva Graphic Designer 3000 – 8000
    Human Computer Interaction (HCI) 3000 – 9000
    Career Counseling 3500 – 10000
    Research Analysis 3500 – 11000
    Machine Learning Projects 3500 – 11000
    Data Science & Analytics 3000 – 10000
    Minimum hourly fee across all subjects: 3000 PKR
    Maximum hourly fee across all subjects: 11000 PKR

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