You will get reinforcement learning models with deep learning
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 |
About Ayesha
Expert Machine Learning Engineer | Python | AI | Deep Learning
Karachi, Pakistan - 2:33 am local time
Hi, I’m Ayesha Owais, Machine Learning Engineer, Deep Learning Specialist & Python Developer
I build intelligent, production-ready AI systems using Machine Learning, Deep Learning, NLP, Computer Vision, and Python. I create accurate, scalable, real-world ML solutions that deliver measurable results.
🔹 What I Build
• Machine Learning Models: Regression, Classification, Clustering, Time-Series Forecasting
• Deep Learning Systems: Neural Networks, CNNs, RNNs, LSTMs, Transformers, Image Recognition Models
• NLP Applications: Chatbots, Text Classification, Sentiment Analysis, Embeddings, Language Models
• Computer Vision Pipelines: Object Detection, Image Processing, OpenCV Automation
• Predictive Analytics: Finance, Business Intelligence, Trend Analysis, Forecasting
• AI Automation Solutions: Recommendation Engines, Anomaly Detection, Workflow Automation
• End-to-End ML Pipelines: Data Cleaning, Feature Engineering, Model Training, Evaluation, Deployment
🔹 Machine Learning & Deep Learning Expertise
• Supervised & Unsupervised Learning
• Model Optimization, Hyperparameter Tuning, Scaling
• Neural Network Design (ANN, CNN, RNN, LSTM, DNN)
• Transfer Learning & Pretrained Models
• Large-Scale Dataset Processing
• Embeddings, Transformers, Vectorization
🔹 Tech Stack & Libraries
Programming
• Python
• SQL
Machine Learning
• scikit-learn
• XGBoost, LightGBM
• Statsmodels
Deep Learning
• TensorFlow
• PyTorch
• Keras
Natural Language Processing (NLP)
• NLTK, spaCy
• HuggingFace Transformers
• Text Preprocessing & Tokenization
• BERT, GPT-Based Models
Computer Vision
• OpenCV
• Image Augmentation
• YOLO-Style Pipelines
Data Analysis & Visualization
• pandas
• NumPy
• matplotlib
• seaborn
• Jupyter Notebook
Deployment & Tools
• Flask, FastAPI, Django
• Streamlit
• REST APIs
• Model Deployment & Integration
🔹 Why Work With Me
• Clean, optimized, and well-documented code
• Real-world ML & Deep Learning logic
• Fast delivery with clear communication
• End-to-end development, from data to deployment
Bring your AI & ML projects to life , contact me and let’s make it happen.
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.

