Muhammad H.

I am a Computer Science graduate and I have acquired several skills and practical experience in Machine Learning, Mobile and Web Development. I am a tech savvy like you, with the programming skills and experience to make stuff work. I develop machine learning and deep learning models. I also work with text data based upon natural language processing applications. I provide my clients with unlimited support, clear explanations, well-documented code, and actionable insights. My strengths lie in: • Supervised (classification, regression), unsupervised (clustering) models, predictive modeling, exploratory data analysis etc. • Algorithms like k-NN, Naïve Bayes, SVM, Decision Tree, Random Forests, XGBoost, AdaBoost, GradientBoosting, Logistic Regression, Linear, Multi, Polynomial, Lasso, Ridge Regression, K-means, Hierarchical, DBScan Clustering, PCA, LDA, TF-IDF, Neural Networks (DNNs, CNNs, RNNs, LSTM etc.) • Techniques like data standardization, categorical variables handling, dealing with missing values, k-fold cross validation, Grid-Search-CV, Count-Vectorizer etc. • NLP concepts like n-grams, tokenization, stemming, lemmatization, topic modeling, semantic and sentiment analysis, POS tagging, named entity recognition, pattern matching, word2vec, doc2vec etc. • Selecting features, building and optimizing classifiers. Data mining using state-of-the-art methods. Processing, cleansing, and verifying the integrity of data used for analysis. • Researching and implementing appropriate ML algorithms and tools. Performing statistical analysis and fine-tuning using test results. • Using data modelling and evaluation strategy to find patterns and predict unseen instances. Analyzing large, complex datasets to extract insights and decide on the appropriate technique. • Experience with data visualization tools like Matplot, Seaborn, Plotly etc. • Deep knowledge of math, probability, statistics and algorithms. Ability to write robust code in Python. • Data extraction and scraping using automated scripts in Python and tools like selenium, requests, urllib3, beautiful-soup etc. I am proficient with Python libraries and tools but not limited to: • Scikit-learn • Pandas • NumPy • SciPy • Keras • TensorFlow • Spacy • NLTK • Gensim Seeking an actual contributor who goes beyond what’s required to exceed project goals? Please feel free to contact me. I welcome discussing your projects and helping you find success!