Kit Sang C.

1 Data Science / Statistic(2 yr) pandas, numpy, pyspark , Dash, plotly, Power BI, statsmodels, Jypyter, Matplotlib, Plotly, Seaborn , Exploratory Data Analysis (EDA), Time-Series Analysis/Forecasting ,Autoencoder, Transformer , ARIMA, SARIMA, Statistical Analysis, Machine learning/ Deep Learning, Data Preprocessing (data wangling/ Data Cleaning), Web scraping, Feature Extraction/Engineering 2 Machine Learning/ Deep learning (3 yr) AWS Sagemaker , Colab, Linear /Logistic regression, SVM, KNN, CNN, RNN, LSTM, clustering, DBSCAN, Naive Bayes, Decision tree, Ensemble Learning, Transfer Learning, PCA, Data Augmentation, unsupervised/supervised learning, rapids, Numba 3 Computer Vision Skill: (3 yr) OpenCV, CNN (ResNet/DenseNet) Image Segmentation ,U-net, face Detection/recogition, Faster R-CNN, Mask R-CNN, YOLO, Image Argumentation, DeepSort, Real time object detection/ Tracking, Object counting, OCR, Human Activity Recognition 4 Natural Language Processing (NLP) Skill (2yr) N-Gram, Tokenization, Sentence transformer, Wikipedia similarity search (Faiss-gpu),stemming, TF-IDF, Chinese Text Segmentation, Cosine Similarity, NER, BERT transformer , Autoencoder, Word Embedding, Question Answer, Chatbot, Sentimental Analysis , Text Ranking, summarization 5 Generative AI / LLms Skill (1yr) ChatGPT, AutoGPT, FLAN-T5, LLaMA 2, DeBERTa-V3, LangChain , in-context learning, zero/one/ few shot inference, ReAct , Retriveal Augmented Generation(RAG), PAL, Parameter Efficiency fune-tuning (PEFT), LoRA, RLHF, Transfer style, GAN model 6 AWS/Azure/Google Cloud Computing (2yr) Framework/SDK: AWS serverless (Lambda), AWS API Gateway, AWS EC2, S3 , ECS, ECR, AWS kinesis data/video streaming, AWS Glue (ETL), AWS dynamoDB, Amazon Sagemarker , Azure Machine Learning studio, Azure Cognitive Services 7 Programming skill: Language: (Java) (5yrs), (Python) (3 yr), (javascript , SQL, R) (2yr) UML, kotlin,(3yr), (C/C++) (13 yr) Full Stack: RestFul API, CSS/HTML, JavaScript, Node.JS, Express.JS, ReactJS,( MERN Stack),Flask, Django, Kafka, Message Queue Web Scrapying /Web Crawling : Scrapy, Beautiful soup, request, scaper, urllib, pysider Docker : Docker, Kubernete (K8s), minikube, Docker compose, portainer (1yr) Database : DynamoDB (noSQL), MongoDB atlas , MySQL, SQLite, PostgresSQL(1yr) Android /iOS Apps Development (3 yrs): kotlin/java, React Native, Gradle/groovy, Aidl interface(remote service), Widget Big Data Framework: MapReduce, Hadoop, PySpark, RDDs, PysparkML