You will get reinforcement learning models with deep learning
Rising Talent
Project details
Looking to build advanced Reinforcement Learning (RL) systems powered by Deep Learning?
Youre in the right place!
Im a Ayesha Owais, Machine Learning Engineer specializing in Deep Reinforcement Learning (DRL), Neural Networks, and Decision Trees building intelligent AI-driven algorithms that solve real-world, research, and industrial problems.
What I Offer:
Custom RL algorithms like Q-learning, SARSA, DQN, PPO, TRPO, A3C, SAC, TD3
Both model-based and model-free architectures
Multi-agent, multi-objective, human-in-the-loop, and preference-based RL
Custom reward functions, environment setup, and training optimization
Hyperparameter tuning, performance monitoring, and fine-tuning
Clean, optimized source code, documentation, and cloud deployment
API integration for production-ready systems
Tech Stack: Python, TensorFlow, PyTorch, Keras, Stable Baselines3, OpenAI Gym, NumPy, Pandas, Matplotlib, MuJoCo, Unity, PyBullet
Expertise in Markov Decision Processes (MDP), simulation, and performance optimization
End-to-end reinforcement learning solutions from idea to deployment
Lets bring your AI project to life with real intelligent agents!
Youre in the right place!
Im a Ayesha Owais, Machine Learning Engineer specializing in Deep Reinforcement Learning (DRL), Neural Networks, and Decision Trees building intelligent AI-driven algorithms that solve real-world, research, and industrial problems.
What I Offer:
Custom RL algorithms like Q-learning, SARSA, DQN, PPO, TRPO, A3C, SAC, TD3
Both model-based and model-free architectures
Multi-agent, multi-objective, human-in-the-loop, and preference-based RL
Custom reward functions, environment setup, and training optimization
Hyperparameter tuning, performance monitoring, and fine-tuning
Clean, optimized source code, documentation, and cloud deployment
API integration for production-ready systems
Tech Stack: Python, TensorFlow, PyTorch, Keras, Stable Baselines3, OpenAI Gym, NumPy, Pandas, Matplotlib, MuJoCo, Unity, PyBullet
Expertise in Markov Decision Processes (MDP), simulation, and performance optimization
End-to-end reinforcement learning solutions from idea to deployment
Lets bring your AI project to life with real intelligent agents!
Machine Learning Tools
Amazon SageMaker, AnyLogic, Apache MXNet, Azure Machine Learning, BigDL, ChatGPT, Databricks MLflow, Deeplearning4j, Keras, Kubeflow, MATLAB, Microsoft CNTK, Microsoft Excel, Microsoft Power BI, MLflow, NumPy, pandas, Python, Python Scikit-Learn, PyTorch, scikit-learn, SciPy, TensorFlow, Theano, Vertex AIWhat's included
| Service Tiers |
Starter
$100
|
Standard
$150
|
Advanced
$200
|
|---|---|---|---|
| Delivery Time | 3 days | 4 days | 5 days |
Number of Revisions | Unlimited | Unlimited | Unlimited |
Number of Model Variations | 1 | 1 | 1 |
Model Validation/Testing | |||
Model Documentation | |||
Data Source Connectivity | |||
Source Code |
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JP
Joshua P.
Aug 20, 2026
Video Creator and Editor
Needed for video editing and was able to deliver. Happy with results.
About Ayesha
Expert-Vetted AI Engineer | Machine Learning, AI Agents, LLM, RAG & CV
Karachi, Pakistan - 4:37 am local time
As an AWS Certified AI Engineer and Head of AI, I specialize in end-to-end AI architecture using Python, PyTorch, TensorFlow and modern cloud platforms like Amazon Web Services, Azure and DigitalOcean. My expertise spans AI Agent Development, Natural Language Processing, Retrieval Augmented Generation, Deep Learning, Data Science and advanced Data Analysis, delivering robust MVPs and fully production-ready AI platforms that drive real business impact.
Notable Achievements:
✦ Reaktion: Developed an AI-powered chatbot using Machine Learning and NLP to deliver advanced Data Analytics and dynamic Data Visualization directly from database queries. Reduced manual reporting effort by 60%.
✦ Partfiniti: Automated BOM extraction from PDFs, emails, excel and images into structured JSON with part lookup and natural language generation, improved extraction accuracy to 92%.
✦ Finsight: FinTech forecasting platform on AWS (EC2, RDS, S3) with FastAPI, Streamlit and predictive ML models, improved forecasting accuracy by 28%.
✦ GIS Mineral Analytics: Built end-to-end ETL pipelines with PostGIS, kriging, KNN, IDW and anomaly detection to power predictive mineral mapping and dynamic heatmaps, reducing exploration risk by 28% and improving drill targeting accuracy by 35%.
Areas of Expertise:
✦ Machine Learning: (scikit-learn, XGBoost, Time-Series Forecasting), Python (FastAPI, Streamlit)
✦ Gen AI: LLMs, NLP, RAG Pipelines, OpenAI, Llama, AI Agents, ChatGPT
✦ Audio and Speech AI: AI Voice Agents, STT, TTS, TensorFlow Audio Classification APIs
✦ Computer Vision: OCR, Object Detection, Segmentation, Emotion Detection, Image Recognition (OpenCV, Tesseract), Image Generation, Data Extraction
✦ Cloud-Native AI: AWS Lambda, EC2, RDS, S3, Azure AI, FastAPI, Streamlit, API integration, secure backend systems
Why do clients love working with me?
✦ Successfully launched production-ready AI/ML systems with measurable business impact.
✦ Scalable, high-quality solutions powered by Generative AI and Machine Learning.
✦ Reliable long-term partner focused on clarity, performance and sustainable growth.
✦ Strong balance of deep technical expertise and real-world business outcomes across multiple industries.
💬 Feel free to reach out anytime! Let’s build the AI-powered success your business deserves and transform your ideas into production-ready impact!
Steps for completing your project
After purchasing the project, send requirements so Ayesha can start the project.
Delivery time starts when Ayesha receives requirements from you.
Ayesha works on your project following the steps below.
Revisions may occur after the delivery date.
I will clean the raw data at first step.