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Top rated, very hands on, IT Systems Architect and Lead Developer with a proven track record that spans more than two decades in both the Private and Public sector. Legit out-of-the-box thinker with problem solving abilities that have consistently provided original innovating solutions or saved heavily invested ones from sinking. ** My 4.2 stars rating is only due to a 9-years old 100K project that was successful but the client only rated it 4.0, due to his particular style of being strict with ratings. This rating only took effect recently due to Upwork making the choice to include LIFETIME ratings. Without it, my overall stars rating would be 4.9** My hard earned skills & experience are backed by a solid formal education in computer science at top-tier US and UK Technical Universities; I hold an MSc in Computer Science from Heriot-Watt University and, during my 6 years with European Commission's Cybersecurity department, I led the development & successful delivery of projects as important as the European Root Certification Authority for EU's Digital Tachograph: dtc.jrc.ec.europa.eu After years of tackling the hardest of IT projects, I am now a true all-rounder that, for the past couple of years have been involved in complex, real world projects built around fine tuned multi-LLM pipelines for reasoning, vision and multi-modal tasks. - AI-integrating endpoint protection using WFP kernel drivers, ETW/Sysmon telemetry, machine learning and on-device LLM reasoning (dual local LLaMA tiers, ONNX/NPU acceleration, behavioral-rule detection), autonomous response logic (graduated SOAR, cryptographic update channels) and WinUI 3 GUIs. C#/.NET 10 and C/C++ kernel coding, cryptography, MLOps and model fine-tuning. - Bespoke and innovative AI-integrating solutions using Python, Streamlit, Anthropic Claude APIs, all-MiniLM-L6-v2, FAISS, PyPDFLoader, LangChain's RecursiveCharacterTextSplitter, Playwright for PDF generation, Mermaid.js, with robust custom renderer, for diagrams/graphs, and fal.ai Flux Schnell, with smart prompt enhancement, for realistic AI image generation. - Multi-Agent Behavioral Surveillance Video Analysis Pipelines built using OpenCV, YOLO, Gemini Flash, Claude and creative Prompt Engineering, - node.js (REST APIs, Servers of all sorts, etc.), AngularJS, Showdown.js - MySQL, PostgreSQL, SQL Server, MongoDB, SQLite, Redis - Office Development (VSTO & Office.js Add-Ins for all of the MS Office apps as well as VBA macros automation/scripting) - Google APIs & Google Apps Script development/deployment, as custom API points, accessing Documents, Presentations, etc., with Google Slides API, Google Drive API, etc. from web or desktop apps. - Puppeteer & Playwright expert with experience in developing and deploying 24/7 scraping/marketing bots via fine tuned AI chatbots, that make posts & add replies to relevant questions. on FB groups and sites like Quora & Reddit. - Browser Extension Development for both Chrome & Firefox (including fully transparent installation of Chrome Extension or FF Extension) - Headless Browser Automation and/or Scraping, either via a script injecting Chrome Extension, with ability of fully clandestine installation, or via Puppeteer (with ability to use the original system provided Chrome browser, either externally or by injecting a custom script in the browser page) - Full-stack LAMP development (Laravel) - .NET/C# Windows Desktop Solutions. Both Windowed Apps (MFC, Windows Forms, WPF, WebView2, WinUI 3) and Background Services development, - C/C++ Low-Level Development on both Linux and Windows platforms (sockets, multi-threading, low-level APIs, etc.) - Azure Active Directory (AD) accessing Apps, mainly used for adding SSO to apps with Microsoft (Azure AD) as the IdP. - Amazon AWS Expert: (CloudHSM, KMS, EC2, S3, Lambda, DynamoDB, RDS) - Google Cloud Platform (GCP) Expert:Google Compute Engine (GCE), Cloud Storage, Cloud SQL. etc. - Cryptography, IT Security & actual HSM (Hardware Security Modules) expert. Experience with FEA (Federal Enterprise Architecture) - Development of Original JPEG Steganography solutions for DRM & IPP purposes. - Programmatic PDF generation & modification (PDFBox, wkhtmltopdf, html2pdf, backend LibreOffice integration, etc.) - ShareLaTeX/Overleaf - Adding OpenID, SAML, OAuth, OIDC (OpenID Connect) authentication & authorization to existing web apps, using Keycloak. - Development of Reverse Proxies (SOCKS or other) as part of Residential IP VPN system development - VPN Development & TAP Drivers (OpenVPN) - Custom (C++), AutoIt, VBScript and JavaScript Windows Application Automation - OTT and Streaming media protocols expert: NDI, DIAL, Google Cast, SSDP, mDNS, AirPlay, Fling, Amazon Device Messaging (ADM) - Development of NDI streaming applications around NDI Tools & Tractus tools (like Tractus MultiView for NDI), for customized NDI stream generation and dissemination I can help you!

I help organizations identify, emulate, and defend against real-world adversaries before attackers can exploit them. My expertise spans offensive security, adversary emulation, exploit development, malware engineering, AI security, Active Directory, Network and Web penetration testing. Rather than relying solely on publicly available tooling, I focus on understanding how attacks work at a low level, enabling me to develop custom tradecraft, validate attack paths, and deliver practical security improvements that go beyond automated scanning. Areas of Expertise: Adversary Emulation & Red Team Operations Web, API & Network Penetration Testing Active Directory Security Assessments Exploit Development Malware Development & Analysis Custom Shellcode Development C2 Infrastructure (Sliver, Metasploit & Custom C2 Tradecraft) Detection Evasion Research (Microsoft Defender, CrowdStrike & EDRs) AI & LLM Security (Prompt Injection, Jailbreaks, AI Red Teaming) OSINT & Attack Surface Discovery Vulnerability Research & Responsible Disclosure My offensive security philosophy is simple: understand the attacker first. I have developed custom shellcode from scratch as part of advanced malware development training, built custom proof-of-concepts, modified payloads, researched exploit chains, and implemented techniques to better understand how modern endpoint detection and response solutions identify malicious activity. This low-level understanding allows me to tailor offensive tooling instead of simply deploying publicly available payloads. My experience includes working extensively with frameworks such as Sliver, Metasploit, and custom tooling while researching process injection, shellcode execution, payload staging, AV/EDR evasion techniques, and command-and-control tradecraft in authorized environments. I have also extensively studied and applied the training material from CRTP and OSEP, and I am comfortable applying the techniques covered in those courses including advanced Active Directory attacks, pivoting, lateral movement, C2 operations, and post-exploitation workflows. My engagements span across: OSINT & attack surface discovery External and internal reconnaissance Web & API security assessments Active Directory enumeration and attack-path analysis Initial access validation Privilege escalation & lateral movement Adversary emulation Custom exploit & proof-of-concept development Malware and payload research Executive & technical reporting with actionable remediation Beyond traditional penetration testing, I conduct AI security assessments focusing on prompt injection, indirect prompt injection, agent security, insecure tool use, model abuse, and data leakage to help organizations deploy AI systems securely. I hold certifications including CPTS (Hack The Box), CEH, CRTA, and ISC2 Certified in Cybersecurity, while continuously advancing my skills through research into exploit development, malware engineering, Windows internals, offensive tooling, and enterprise red team methodologies. I've worked with organizations ranging from startups preparing for launch to global technology companies, including Microsoft. Whether you need a penetration test, adversary emulation, exploit development, AI security assessment, malware analysis, or offensive security consulting, my objective is to emulate realistic threats, demonstrate measurable impact, and provide remediation that meaningfully improves your security posture. The best security assessments don't just find vulnerabilities, they demonstrate how an attacker would chain them together to achieve real business impact.

I engineer, audit, and secure mission-critical AWS cloud infrastructure and high-performance backends that scale. I maintain a 𝗧𝗼𝗽-𝗥𝗮𝘁𝗲𝗱 status with a perfect 𝟭𝟬𝟬% 𝗝𝗼𝗯 𝗦𝘂𝗰𝗰𝗲𝘀𝘀 𝗦𝗰𝗼𝗿𝗲, backed by a proven track record of engineering backend systems that delivered $𝟮𝟱 𝗠𝗜𝗟𝗟𝗜𝗢𝗡 in documented client savings and powered an Acquisition International Award-Winning enterprise platform. ​As an AWS Certified Solutions Architect (SAA-CO3) and CompTIA CySA+ Certified Security Analyst, I bridge the gap between complex software engineering and rigid cloud security. I do not just build systems that run. I design cloud environments that resist data leaks, withstand peak traffic loads, and eliminate wasted cloud spend. ​🎯 𝗪𝗛𝗔𝗧 𝗜 𝗗𝗢 & 𝗣𝗥𝗢𝗕𝗟𝗘𝗠𝗦 𝗜 𝗦𝗢𝗟𝗩𝗘: ​🔐 𝗔𝗪𝗦 𝗖𝗹𝗼𝘂𝗱 𝗦𝗲𝗰𝘂𝗿𝗶𝘁𝘆 & 𝗖𝗼𝗺𝗽𝗹𝗶𝗮𝗻𝗰𝗲 𝗔𝘂𝗱𝗶𝘁𝘀 ​- Hardening IAM policies using Least Privilege, SCPs, and cross-account access controls. ​Perimeter lockdown including S3 Bucket Policies, VPC Security Groups, Network ACLs, and AWS WAF. ​- Continuous threat monitoring and logging setup via AWS GuardDuty, AWS CloudTrail, and AWS Config. ​- Hardening environments to align with CIS Benchmarks, NIST, and SOC 2/HIPAA readiness. ​☁️ 𝗔𝗪𝗦 𝗖𝗹𝗼𝘂𝗱 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 & 𝗖𝗼𝘀𝘁 𝗢𝗽𝘁𝗶𝗺𝗶𝘇𝗮𝘁𝗶𝗼𝗻 ​- Designing multi-AZ VPC infrastructure, high-availability networks, and auto-scaling compute. ​Infrastructure as Code (IaC) deployment using Terraform and AWS CloudFormation. ​- Architectural reviews to eliminate resource bloat and aggressively reduce AWS monthly spend. ​⚡ 𝗦𝗲𝗰𝘂𝗿𝗲 𝗦𝗲𝗿𝘃𝗲𝗿𝗹𝗲𝘀𝘀 & 𝗔𝗜 𝗕𝗮𝗰𝗸𝗲𝗻𝗱 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 ​- Building serverless microservices using AWS Lambda, API Gateway, and DynamoDB. ​Designing secure, production-grade RAG and AI pipelines using Python, FastAPI, and PostgreSQL (pgvector with Row-Level Security). ​Enforcing strict input/output contracts (Pydantic) to eliminate data hallucination risks in compliance-heavy industries. ​📊 𝗩𝗘𝗥𝗜𝗙𝗜𝗔𝗕𝗟𝗘 𝗛𝗜𝗚𝗛𝗟𝗜𝗚𝗛𝗧𝗦 & 𝗧𝗥𝗔𝗖𝗞 𝗥𝗘𝗖𝗢𝗥𝗗 ​- 𝗟𝗲𝗴𝗮𝗹-𝗧𝗲𝗰𝗵 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲: Founding Engineer behind a legal-tech SaaS platform. Designed the end-to-end multi-tenant PostgreSQL architecture (Row-Level Security), secure pgvector search, and RBAC access controls. ​- 𝗔𝘄𝗮𝗿𝗱-𝗪𝗶𝗻𝗻𝗶𝗻𝗴 𝗦𝗰𝗮𝗹𝗲: Engineered the core data ingestion layers, idempotency controls, and query optimization pipelines for LaborAI (Acquisition International Award Winner). Reduced API latency by 40% and expanded global platform throughput. ​- 𝗢𝗽𝗲𝗻-𝗦𝗼𝘂𝗿𝗰𝗲 𝗖𝗼𝗻𝘁𝗿𝗶𝗯𝘂𝘁𝗼𝗿: Active contributor of production-grade integration tooling to open-source frameworks (including Composio) used by engineers worldwide. ​🛠️ 𝗖𝗢𝗥𝗘 𝗧𝗘𝗖𝗛 𝗦𝗧𝗔𝗖𝗞 ​- 𝗖𝗹𝗼𝘂𝗱 & 𝗦𝗲𝗰𝘂𝗿𝗶𝘁𝘆: AWS (IAM, VPC, S3, EC2, Lambda, GuardDuty, CloudTrail, Config, WAF, KMS), CompTIA CySA+, CIS Benchmarks - ​𝗜𝗮𝗖 & 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻: Terraform, AWS CloudFormation, Docker, CI/CD (GitHub Actions), Linux, Bash/Shell ​- 𝗔𝗜 & 𝗕𝗮𝗰𝗸𝗲𝗻𝗱: Python, FastAPI, Boto3 SDK, Node.js, REST APIs, Webhooks, Pydantic, RAG Pipelines, LangChain ​- 𝗗𝗮𝘁𝗮𝗯𝗮𝘀𝗲𝘀: PostgreSQL (pgvector, Row-Level Security), Supabase, Amazon DynamoDB, Redis ​🎓 𝗖𝗥𝗘𝗗𝗘𝗡𝗧𝗜𝗔𝗟𝗦 & 𝗖𝗘𝗥𝗧𝗜𝗙𝗜𝗖𝗔𝗧𝗜𝗢𝗡𝗦 ​𝗔𝗪𝗦 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗲𝗱 𝗦𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝘀 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁 - 𝗔𝘀𝘀𝗼𝗰𝗶𝗮𝘁𝗲 (𝗦𝗔𝗔-𝗖𝟬𝟯) ​𝗖𝗼𝗺𝗽𝗧𝗜𝗔 𝗖𝘆𝗦𝗔+ 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗲𝗱 𝗖𝘆𝗯𝗲𝗿𝘀𝗲𝗰𝘂𝗿𝗶𝘁𝘆 𝗔𝗻𝗮𝗹𝘆𝘀𝘁 ​𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 𝗦𝗽𝗲𝗰𝗶𝗮𝗹𝗶𝘀𝘁 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗲 - Florida International University (FIU) ​I work fast, communicate clearly, and engineer systems built for long-term production stability. ​If you need your AWS infrastructure audited, your cloud environment secured, or a resilient serverless/AI backend deployed, click "𝗜𝗻𝘃𝗶𝘁𝗲 𝘁𝗼 𝗝𝗼𝗯" or send a direct message to get started.

I am a Senior Power Systems Engineer specializing in **grid interconnection, compliance, and system impact studies** for **renewable generation, BESS, hybrid plants, conventional generation, and large industrial / data center loads**. I deliver **utility-, ISO-, and TSO-ready studies** using **PSS®E, PowerFactory, PSCAD, and ETAP**, covering the full range of technical assessments required for project development, connection applications, design review, and compliance demonstration. My work supports **Solar PV, Wind, BESS, Hybrid plants, conventional power facilities, and data centers**, with studies prepared in a way that reflects how utilities and system operators actually review **models, assumptions, plots, test evidence, and compliance conclusions**. I support clients from early-stage screening through submission-ready packages, including clear RFIs, defensible assumptions, clean technical plots, and structured reports suitable for utilities, TSOs, ISOs, developers, EPCs, and owners’ engineers. Core Services Grid Interconnection & Compliance Studies * Load flow and operating case assessment * Short-circuit / fault level calculations * RMS dynamic stability studies * Grid code and interconnection compliance benchmarking * Utility / ISO submission-ready technical reports * Model review, validation, and technical support during review cycles ### Renewable Generation / BESS / Hybrid Plants * Solar PV, Wind, BESS, and Hybrid plant interconnection studies * LVRT / HVRT / LFRT / HFRT assessment * Reactive power capability and voltage control performance * Frequency response and plant controller performance * Weak-grid assessment and control interaction review * PRC / MOD / MQT / G99 / G5 compliance support ### Data Center & Large Load Studies * Grid connection studies for **large industrial loads and data centers** * Load flow, contingency, and thermal capacity assessment * Point of interconnection screening and transfer capability review * Motor starting / dynamic load behavior review where applicable * Voltage stability and reactive power performance assessment * Large load ride-through and dynamic behavior assessment * Support for connection strategy, substation concept review, and utility-facing technical documentation ### Design & Engineering Support * Single-line diagrams (SLD) * Cable and conductor sizing * Grounding / earthing grid studies * Surge arrester selection and insulation coordination * Protection coordination and selectivity studies * Relay setting review and interface logic support ## Technical Services ### Short-Circuit Studies * Fault calculations to IEC 60909 and IEEE methods * Breaker duty and X/R ratio verification * IBR fault contribution assessment * Faulted operating condition evaluation ### Dynamic (RMS) Studies * Transient stability and oscillatory damping * Frequency response and control performance * LVRT / HVRT / LFRT / HFRT benchmarking * Weak-grid and controller interaction studies * Plant controller and model tuning support ### EMT Studies * IBR control interaction and converter dynamics * Fast transient and weak-grid EMT validation * Special operating scenarios and black-start studies where required * OEM / utility EMT model review and benchmarking ### Protection & Control Interface * Relay coordination support * PRC-019 interface checks * Voltage / frequency protection coordination with IBR controls * SCADA / Modbus / IEC 61850 signal and interface logic review ## Grid Codes & Standards Experience **United States** NERC PRC(029 024 019) & MOD(025 026 027 032) standards, ERCOT, PJM, NYISO, MISO, SPP, CAISO IEEE 519, IEEE 1453, IEEE 1547 ERCOT model quality and interconnection processes **United Kingdom** ENA G99 ENA G5/5 P28 / P29 DNO submission and acceptance support **Germany / EU** VDE-AR-N 4110 / 4120 FGW TR3 / TR4 / TR8 references Additional regions can be supported based on project documentation and applicable grid-code requirements. ## Software * PSS®E * DIgSILENT PowerFactory * PSCAD * ETAP * MATLAB / Simulink * AutoCAD ## Deliverables * Technical reports * RAW / DYR files * PowerFactory projects * PSCAD cases * ETAP models * Parameter summaries * Validation plots * Submission support documents ## Why Clients Work With Me * Clear scope definition from the start * Strong RFIs and efficient data collection * Technically defensible assumptions * Utility-ready reports and plots * Combined RMS and EMT capability I can support complete interconnection packages or single-study scopes, depending on project needs. If you have an RFP, grid-code requirement, interconnection document, utility feedback package, or study scope, I can review it and help define a clear technical approach, deliverables list, and schedule.

Your data is a mess and you're still guessing why users don't pay or churn. I fix both. I build the analytics infrastructure, warehouse to dashboard, that you can actually trust, so you see exactly where users drop and what to fix. Mixpanel Certified Partner & PostHog expert, 100+ companies, Top Rated Plus. As a founder or product & growth person, one of the major pain points is to completely understand how your users are using your product & use the insights to drive the business forward. But insights are only as good as the data infrastructure underneath them. That's exactly what I help you build - from the warehouse up to the dashboard. I'm Ansh, a Product Analytics expert (Mixpanel Certified Partner) and data engineering practitioner, who has worked with 100+ companies to set up their analytics and data infrastructure to accelerate insights that drive product growth & revenue. Tech Stack: DBT, Fivetran, Bigquery, Mixpanel, Amplitude, Posthog, Google Tag Manager, Google Analytics, Hotjar, Looker Studio, Databricks, Metabase, Tableau, Power BI, etc. What exactly can I help you with? ✅ CRO: I identify friction in your funnels and optimize flows to improve conversions across signup, activation, and revenue. ✅ Data modeling & warehouse design: I build clean, well-documented data models using dbt so your warehouse is analysis-ready - not a mess of raw tables nobody trusts. ✅ Data pipeline setup: I configure and maintain ingestion pipelines using Fivetran, Airbyte, or custom connectors so your product, marketing, and revenue data lands reliably in BigQuery, Snowflake, or Redshift. ✅ AI-ready data infrastructure: I structure and document your data so it's ready for AI agents, LLM-powered analytics, and automated reporting - not just human dashboards. ✅ Consulting: I guide teams on what to measure, how to analyze it, and how to make data-driven decisions that drive growth. ✅ A/B testing: I design and analyze A/B tests so you can ship changes backed by statistically sound results. ✅ Ad-to-product attribution: I set up pipelines to send Google/Facebook/LinkedIn Ads data into Mixpanel, Amplitude, or Posthog for full-funnel attribution. ✅ Event tracking, schema design & data modeling: I create clean tracking plans, warehouse schemas, and dbt models so you always collect the right data in the right structure ✅ Analytics strategy: I build an AAARRR-based analytics strategy so you know exactly how customers move through your product. ✅ Tool integrations & automation: I connect your tools and automate your data workflows across Mixpanel, Amplitude, Posthog, Segment, and more. ✅ Marketing → Product stitching: I connect your acquisition data with product usage to show which channels bring high-value users. What do people say about me? - Ansh was extremely helpful in developing our V2 analytics strategy and in setting up our Mixpanel dashboards accordingly. He was not only proactive in bringing his expertise but also highly adaptable to our specific needs. Ansh played a key role in identifying effective solutions where standard approaches were insufficient, delivering all his tasks with great professionalism and impressive speed. Looking forward to future projects with you, Ansh! - Ansh had skillfully set up our PostHog dashboard analytics, delivering a precise and effective solution. Highly recommend his expertise and commitment to quality. - Ansh has been excellent with setting up our mixpanel pipeline and providing insightful analytics. He's always available, humble, and always ready to learn more about the product! - Ansh was incredibly helpful in three main ways: first his detailed technical knowledge of MixPanel helped me solve specific implementation problems and needs quickly, usually within a few minutes. Second, he pushed me to frame my thinking about why I wanted a certain piece of analysis. This helped me get far clearer on my goals - sometimes leading to me running different analysis, dropping a piece altogether and always helping me think more strategically. Finally, Ansh has a lot more to offer than just MixPanel advice - he's able to think strategically about North Star and second-level metrics, helping me figure out the why behind the work I was doing. If I seem fit for what you’re looking for, feel free to DM!

Biomedical Engineer | Signal Processing · Medical Imaging AI · Computer Vision · Research Writing & Visualization 4+ years · 20+ projects · Active PeerJ submission · ECG · EEG · PPG · DICOM · Echocardiography · Draw io · GitHub → Colab You don't need to explain what ECG noise looks like or why DICOM is tricky; I already know, because this is all I do! I work with researchers, clinicians, and engineers who need a technical partner for biomedical data projects ; from raw signal acquisition through to a polished, publishable result. My work spans physiological signal processing, medical image analysis, deep learning model development, and full academic writeup. ✅ SERVICES 📡 Biosignal Processing — ECG, EEG, PPG, GSR Preprocessing · artifact removal · segmentation · HRV · peak detection · time-domain & frequency-domain feature extraction 🫀 Medical Imaging & DICOM Pipelines Echocardiography · DICOM loading & preprocessing · image enhancement · DL classification · segmentation · object detection · multi-format support (DICOM, PNG, JPEG) 🧠 Computer Vision Methods on Clinical Modalities Translating CV techniques : optical flow, attention mechanisms, Grad-CAM explainability, feature pyramid networks, contour & morphology analysis : into medical imaging pipelines for echo, ECG plots, ultrasound, and MRI ⚙️ ML/DL Model Development End-to-end pipeline design · transfer learning · hybrid feature fusion (hand-crafted + deep learning) · model fine-tuning · ablation studies · PyTorch · TensorFlow · Keras 🔁 GitHub → Google Colab Reproducible Pipelines Versioned, documented experiments on GitHub · Colab-ready notebooks clients can run and extend · clean modular code with clear READMEs 📊 Statistical Analysis Hypothesis testing · regression · performance benchmarking · ROC/AUC · confusion matrices · Python · R · RStudio 🗂️ Research Diagrams & Methodology Figures Draw io block diagrams · pipeline architecture visuals · system flow figures · publication-ready methodology illustrations ✍️ Academic & Technical Writing Full paper drafts · methodology, results & discussion sections · IEEE/APA · LaTeX · MS Word · journal editing & proofreading ✅ RECENT RESEARCH — Paper under review at PeerJ: hybrid deep learning + hand-crafted feature fusion pipeline for MI classification from echocardiography — FYP research: multimodal biosignal analysis (ECG + PPG + GSR) for ASD detection in children aged 6–12 ✅ STACK Python · MATLAB · PyTorch · TensorFlow · GitHub · Google Colab · Draw io · R · RStudio · LaTeX · MS Word Feel free to message me with your data, your goal, and your deadline, I'll tell you honestly what's achievable and how I'd approach it.