🧠 AI Engineer | Data Scientist | Machine Learning Expert
As an experienced AI Engineer and Data Scientist, I offer end-to-end machine learning and data science solutions tailored to your business or research needs. I specialize in transforming raw data into actionable insights and intelligent systems that support decision-making and automation.
🔍 Data Analysis & PreprocessingMy process starts with deep data exploration and statistical analysis to understand your dataset and extract meaningful patterns. I clean the data by handling missing values, outliers, and duplicates, then perform feature engineering, encoding, scaling, and normalization to ensure your data is model-ready. I also apply PCA, dimensionality reduction, or feature selection techniques when needed to improve model performance and reduce overfitting.
🧪 Classical & Advanced Machine Learning ModelsI build and tune a wide range of supervised and unsupervised machine learning models using algorithms like:
Linear & Logistic Regression
Decision Trees, Random Forest, XGBoost, LightGBM
SVM, KNN, Naive Bayes
K-Means, DBSCAN (for clustering)Each model is evaluated with proper metrics (accuracy, precision, recall, F1-score, ROC-AUC) and validated using cross-validation or stratified sampling.
🧠 Deep LearningFor complex tasks like image recognition, NLP, and time series prediction, I design and train deep neural networks using:
CNNs for image classification and object detection
RNNs, LSTMs, and Transformers for text or sequence data
Transfer Learning with pre-trained models (e.g., VGG, ResNet, BERT)
📊 Regression & Forecasting ModelsI implement powerful regression models (Linear, Ridge, Lasso, SVR, etc.) to predict continuous outcomes like prices, sales, or demand forecasting — always supported by thorough error analysis using MSE, RMSE, and R².
🎯 Recommendation SystemsI develop smart content-based, collaborative filtering, and hybrid recommendation systems to personalize user experiences — for example, in e-commerce, movies, or learning platforms.
⚙️ Tools & Libraries:Python, Pandas, NumPy, Scikit-learn, TensorFlow, Keras, PyTorch, Matplotlib, Seaborn, OpenCV, NLTK, spaCy.
✅ Let me help you turn your data into decisions with clean, accurate, and AI-driven results.