In at present’s data-driven world, machine studying and deep studying have change into important instruments for companies, researchers, and builders to unlock the total potential of their information. As a Machine Studying Engineer, I provide a variety of providers that can assist you along with your information science and machine studying duties, utilizing highly effective instruments like Python, TensorFlow, and R. Whether or not you want help with information evaluation, constructing fashions, or deploying machine studying options, I’m right here to offer you skilled steering and options.
With over two years of expertise within the discipline, I’ve developed deep information and abilities in machine studying, information science, and deep studying. I’ve labored as a Machine Studying Intern at Huzhou Analysis Institute in China, AIQuest org, and BytesofIntelligences, gaining hands-on expertise in growing machine studying options for all kinds of duties.
As well as, I’ve actively contributed to open-source initiatives on Kaggle and GitHub, additional honing my abilities in constructing classification fashions, information preprocessing, and making use of deep studying architectures comparable to Convolutional Neural Networks (CNNs) for pc imaginative and prescient duties.
As a seasoned Machine Studying Engineer, I present complete providers to help you with quite a lot of machine studying and deep studying duties. My providers embody:
1. Deep Studying Initiatives utilizing Python & TensorFlow
I can develop deep studying fashions utilizing TensorFlow and Keras for duties comparable to picture recognition, pure language processing, and extra.
2. Machine Studying in Python
From classification fashions to unsupervised studying algorithms, I can construct strong machine studying fashions in Python utilizing Scikit-Be taught and different fashionable libraries.
3. Knowledge Wrangling & Preprocessing
Getting ready your information is essential for constructing correct fashions. I provide providers in information cleansing, function engineering, and information preprocessing to make sure your dataset is prepared for evaluation.
4. Knowledge Evaluation & Visualization
Utilizing instruments like Pandas, Matplotlib, and Seaborn, I assist you perceive your information higher by performing correlation evaluation, principal element evaluation (PCA), and visualizing the insights out of your information.
5. Statistical Evaluation
I additionally carry out statistical exams comparable to ANOVA, Chi-Sq., and Biserial correlations that can assist you make data-driven selections with confidence.
6. Supply Code & Documentation
I present clear, well-documented supply code that permits you to simply perceive and preserve the fashions or evaluation.
To ship the best high quality of service, I leverage industry-leading instruments and libraries, together with:
• TensorFlow & Keras: Core libraries for deep studying and neural community improvement, perfect for constructing and coaching deep studying fashions.
• PyTorch: A versatile and highly effective deep studying framework with dynamic computation graphs, extensively utilized in each analysis and manufacturing.
• Scikit-Be taught (sklearn): Important for conventional machine studying fashions, information mining, and information evaluation.
• Pandas & NumPy: Elementary libraries for information manipulation, information evaluation, and numerical computations, used extensively in preprocessing information for machine studying fashions.
• Matplotlib & Seaborn: Go-to libraries for creating informative and enticing visualizations, excellent for information exploration and reporting.
• Streamlit: A useful instrument for constructing interactive internet functions and information dashboards, permitting purchasers to have interaction with machine studying fashions and visualizations simply.
• NLTK & SpaCy: Libraries centered on pure language processing (NLP) for duties like textual content evaluation, tokenization, and entity recognition.
• BeautifulSoup: A robust instrument for internet scraping, extracting priceless data from web sites, and getting ready information for evaluation.
• XGBoost, LightGBM, & CatBoost: Superior libraries for gradient boosting algorithms, essential for aggressive machine studying duties, particularly in structured information.
• OpenCV: A widely-used library for pc imaginative and prescient duties, enabling picture processing, object detection, and video evaluation.
• Hugging Face Transformers: Reducing-edge library for NLP duties, utilizing pre-trained fashions for functions comparable to language translation, sentiment evaluation, and textual content era.
• Dask: A parallel computing library used for dealing with giant datasets, enabling scalable and environment friendly machine studying workflows.
• SHAP & LIME: Libraries that present interpretability of machine studying fashions, providing insights into mannequin predictions.
• MLflow: A complete platform for managing the end-to-end machine studying lifecycle, together with experimentation, reproducibility, and deployment.
Right here’s how I’ll work with you to convey your machine studying or deep studying venture to life:
1. Preliminary Session
We begin with a session to know the particular downside you’re seeking to clear up. Whether or not it’s growing a classification mannequin or analyzing a posh dataset, I’ll assess your venture necessities and talk about one of the best strategy.
2. Knowledge Gathering & Preparation
As soon as we’ve a transparent aim, I’ll work on gathering and getting ready the information. This entails cleansing the information, performing any crucial preprocessing, and engineering options that enhance mannequin efficiency.
3. Mannequin Constructing
Utilizing state-of-the-art algorithms, I’ll construct a machine studying or deep studying mannequin that addresses your particular downside, whether or not it’s classification, regression, clustering, or one other process.
4. Mannequin Coaching & Analysis
I’ll practice the mannequin in your information and consider its efficiency utilizing metrics like accuracy, precision, recall, F1-score, and extra. I’ll fine-tune the mannequin to make sure it achieves the very best outcomes.
5. Visualization & Insights
I present clear visualizations and insights that can assist you interpret the mannequin’s outcomes. This contains creating interactive dashboards utilizing instruments like Streamlit to provide you a complete view of the outcomes.
6. Supply of Supply Code & Documentation
Lastly, I’ll ship the whole supply code together with detailed documentation, guaranteeing that you would be able to simply perceive, replicate, and scale the venture if wanted.
- Confirmed Expertise: I’ve hands-on expertise engaged on machine studying initiatives at varied organizations and contributing to main platforms like Kaggle and GitHub.
- Excessive-High quality Code: I take delight in delivering clear, environment friendly, and well-documented code that meets {industry} requirements.
- Up-to-Date Expertise: My steady involvement within the machine studying and deep studying communities ensures that I keep present with the newest instruments and strategies.
- Shopper Satisfaction: I’m dedicated to delivering initiatives on time, with a give attention to exceeding consumer expectations. If you happen to’re not glad, I’ll work to make it proper.
If you happen to’re searching for skilled assist along with your machine studying or deep studying initiatives, I’m right here to help! From information evaluation to deep studying mannequin constructing, I present top-quality service that ensures your venture is successful. Go to my Fiverr profile to get began at present!