profile

Temirlan Kdyrkhan

Professional Profile

Professional Summary

Experienced Machine Learning Engineer with 5+ years of expertise in AI, algorithmic trading, and full-stack development. Proven track record in developing reinforcement learning models, building trading systems, and creating scalable web applications. Strong background in Python, PyTorch, Java, and modern web technologies with a passion for solving complex problems through innovative technology solutions.

Professional Experience

2025 - Current

Algorithmic Trader

• Developed custom MT5 indicators using volatility bands and ATR for finding optimal Take Profit and Stop Loss levels • Created more than 5 custom trading indicators with advanced technical analysis algorithms • Achieved over 1000 downloads on MetaTrader 5 platform, demonstrating market validation and user adoption • Implemented real-time market analysis tools for automated trading strategies and risk management

2023 - 2025

FAU - Graduate Researcher / Student Projects

• Researched fraud detection using DNN and imbalance learning, deploying AI models and web apps with Python, PyTorch, Flask, and GCP • Built multi-stage Docker containers to streamline deployment and reproducibility • Developed an automated Telegram message retrieval for trading signals with NLP and real-time data handling

2022

FOXI Boats - Software Engineer Intern

• Modernized UI by migrating legacy Java code to Kotlin Jetpack Compose, improving usability and visual appeal • Reduced app crash rates by 30% through debugging and landing page optimization • Improved data retrieval by debugging SQL queries, reducing execution time by 10% • Improved data retrieval speed by 25% via schema redesign and Snowflake-based storage solutions

2021

Bank CenterCredit JSC - Software Engineer Intern

• Integrated Alseco bill payment API in microservices, resulting in 20% reduction in transaction processing time • Boosted service efficiency through the development of optimized SQL queries, B2B operations • Achieved a 95% success rate in integration testing for critical services, reducing post-deployment issues

2018 - 2021

Prophi - Math and Computer Science Mentor

• Delivered personalized instruction on the fundamentals of data structures to students worldwide • Mentored students in mathematics and computer science concepts • Developed teaching materials and curriculum for international students

Education & Certifications

2023 - 2025

Florida Atlantic University - Masters in Data Science and Analytics

Currently pursuing Masters in Data Science and Analytics with a perfect 4.0 GPA. Focus on advanced machine learning, deep learning, and AI applications in real-world scenarios.

2017 - 2021

Lomonosov Moscow State University - Bachelor of Mathematics

Earned Bachelor of Mathematics degree with a 3.25 GPA. Strong foundation in mathematical principles, statistical analysis, and computational methods essential for data science and AI.

Technical Skills

Machine Learning & AI

Python PyTorch TensorFlow Scikit-learn Reinforcement Learning Deep Learning Computer Vision NLP

Web Development

React JavaScript Flask Node.js HTML5/CSS3 REST APIs Docker

Mobile Development

Android Java Kotlin Jetpack Compose Material Design

Backend & Systems

Java Spring Framework C++ PostgreSQL Microservices Quarkus

Trading & Finance

Algorithmic Trading MT5 Financial Modeling Risk Management Quantitative Analysis

Key Achievements

500+ Downloads

Custom MT5 trading indicators trusted worldwide

99% Training Accuracy

Achieved in Deep RL for Atari Tetris using PPO

78.9% AUC

Medicare fraud detection model performance

Multi-Platform Development

Full-stack expertise across web, mobile, and AI systems

Services

Machine Learning & AI

Deep learning, reinforcement learning, and AI solutions for real-world problems including algorithmic trading and predictive analytics.

Web Development

Full-stack web applications using React, Flask, and modern frameworks with API integration and responsive design.

Mobile Development

Android applications using Java, Kotlin, and Jetpack Compose with modern Material Design principles.

Systems & Backend

Backend systems, microservices, and APIs using Java, Spring, C++, and modern development practices.

Algorithmic Trading

Custom trading indicators, financial algorithms, and trading system development with MT5 integration.

Data Science

Data preprocessing, analysis, and visualization with expertise in healthcare AI and fraud detection systems.

Portfolio

Deep RL for Atari Tetris

Deep RL for Atari Tetris

Actor-Critic (PPO) with CNN state processing. Achieved 99% training accuracy and optimized rewards.

Medicare Fraud Detection

Medicare Fraud Detection

Deep neural network for healthcare fraud (78.9% AUC). Preprocessing pipeline with 40+ features.

Handwritten Digit Recognition

Handwritten Digit Recognition

MNIST classifier with 98% training / 96% test accuracy. Real-time digit classification.

Speech-to-Text & TTS Web App

Speech-to-Text & TTS Web App

Flask + Google Cloud APIs. Real-time STT/TTS, sentiment analysis, Docker, Cloud Run.

Movie Discovery (Veni Vici)

Movie Discovery (Veni Vici)

React + Streaming API. Smart filters, ban lists, and scrollable discovery history.

AI Agents Directory

AI Agents Directory

React + Vite + Tailwind. Card-based resource board listing 10+ AI agents.

E-Commerce Course Platform

E-Commerce Course Platform

Android app with Java + Material Design. Online course marketplace with cart and filtering.

Weather Apps

Weather Apps

Kotlin + Jetpack Compose. Real-time weather APIs with modern Material UI design.

Traffic Light Simulation

Traffic Light Simulation

Educational Android app simulating semaphore systems with custom animations.

Bank Loan Optimization System

Bank Loan Optimization System

C++ + Pthreads simulation optimizing bank loan rates with statistical modeling.

Spring MVC CRUD App

Spring MVC CRUD App

Java + Spring MVC + PostgreSQL. REST API, Thymeleaf UI, Hibernate validation.

TVMaze Integration Service

TVMaze Integration Service

Java Quarkus microservice + PostgreSQL. CRUD + Swagger/OpenAPI docs.

AriPoint Trading Indicator

📊 AriPoint Trading Indicator

Custom MT5 trading indicator with integrated analytics. Trusted worldwide with 500+ downloads across 3+ indicators.

🤖 Advanced Tetris RL Demo

Watch an AI agent learn to play Tetris using cutting-edge reinforcement learning techniques

🎮 Live Training Session

LIVE
The agent learns through trial and error, improving its strategy over time

📊 Real-Time Learning Metrics

Current Score

0

Lines Cleared

0

Reward Signal

0.00

Training Episode

1

Advanced RL Architecture

This implementation features a sophisticated Double Deep Q-Network (DDQN) with Prioritized Experience Replay (PER) and Genetic Algorithm optimization. The agent progresses through three distinct phases: Exploration (500 games), Exploitation (500 games), and Genetic Optimization. It learns from 6 key game state features: total height, bumpiness, holes, lines cleared, piece position, and pillar height.

Training Progress

Ready to start training...

🔬 Technical Implementation Details

🧠 Double DQN Network

Dual neural networks (Primary & Target) with 3 hidden layers (32→32→32 neurons), trained on 6-dimensional state space

🎯 Advanced State Representation

6-feature state vector: total height, bumpiness, holes, lines cleared, piece position, and pillar height analysis

⚡ Prioritized Experience Replay

Intelligent memory buffer with 30,000 experiences, prioritized by Temporal Difference error for optimal learning

🏆 Genetic Algorithm Optimization

Evolutionary strategy automatically optimizes reward function parameters through population-based selection and mutation

📈 Live Trading Analysis

Bitcoin H1 - Real Market Data

Loading real Bitcoin market data...

Trading Performance

Total Signals

0

Winning Trades

0

Losing Trades

0

Win Rate

0%

Total Profit

$0.00

Profit Factor

0.00

Technical Specifications

📊 Moving Average

SMA Period: 15 | Applied Price: Median

📈 Volatility Bands

ATR Period: 30 | Multiplier: 2.0

🎯 Risk Management

TP: 1.0× ATR | SL: 2.0× ATR

💰 Profit Levels

PP1: 1.6× ATR | PP2: 3.2× ATR

Custom MT5 Indicator Algorithm

This indicator uses real Bitcoin H1 market data from Binance API with dynamic volatility bands based on ATR (Average True Range) and a 15-period moving average. Signals are generated when price touches the bands with confirmation from candlestick patterns. The algorithm includes sophisticated risk management with multiple profit-taking levels.

Key Features

  • Real Market Data: Live BTC/USDT from Binance API
  • Dynamic Bands: ATR-based volatility measurement
  • Signal Confirmation: Candlestick pattern validation
  • Risk Management: TP/SL with partial profit levels
  • Real-time Analysis: Live signal generation and tracking

Contact Me

Email

temirlan9908@gmail.com

LinkedIn

linkedin.com/in/temirlan-kdyrkhan

GitHub

github.com/TemirlanKN