LaurentVeyssier
Engineer, Finance and Controlling professional, Passionate about AI, deep learning, NLP and computer vision.
Paris, France
Pinned Repositories
Chest-X-Ray-Medical-Diagnosis-with-Deep-Learning
Use Deep Learning model to diagnose 14 pathologies on Chest X-Ray and use GradCAM Model Interpretation Method
Credit-Card-fraud-detection-using-Machine-Learning
Detect Fraudulent Credit Card transactions using different Machine Learning models and compare performances
Finding-Lane-Lines-on-the-Road
Create a Lane Finding pipeline that finds lane lines on the road
Image-Captioning-Project-with-full-Encoder-Decoder-model
Generate caption on images using CNN Encoder- LSTM Decoder structure
Minimize-Energy-consumption-with-Deep-Learning-model
Use Deep Q-Learning model to optimize energy consumption of a data center
Object-localization-using-Global-Average-Pooling-GAP
ResNet-50 used for object localization on sample images with heatmap
Pricing-optimization-Model
Optimize revenues through pricing algorithm in python - Demand with uniform distribution
Route-planner-algorithm
Find the shortest route using A* algorithm and graphs (Route Planner application)
Skin-Cancer-Classifier-Dermatologist-AI
Deep Neural network using CNN pre-trained model to visually diagnose between 3 types of skin lesions
Unsupervised-Text-Summarizer-using-Extractive-method
This module summarizes any text using extractive summarization, an unsupervised technique.
LaurentVeyssier's Repositories
LaurentVeyssier/Route-planner-algorithm
Find the shortest route using A* algorithm and graphs (Route Planner application)
LaurentVeyssier/Detect-and-localize-manufacturing-defects-from-images
Use ResNet50 deep learning model to predict defects in steel and visually localize the defect using Res-UNET model class
LaurentVeyssier/Machine-translation-English-French-with-Deep-neural-Network
Build a deep neural network with keras that functions as part of an end-to-end machine translation pipeline
LaurentVeyssier/Various-unsupervised-NLP-techniques-with-DistilBERT-sentence-embeddings
Usage of BERT models for text clustering techniques using sentence embeddings
LaurentVeyssier/Model-to-predict-Energy-consumption-City-of-Seattle
Use Seattle's public energy data and build a model predicting energy consumption
LaurentVeyssier/Optimizing-Warehouse-Flows-with-Q-Learning
calculate the optimum route in a warehouse using the Q-Learning algorithm (Bellman equation)
LaurentVeyssier/Topic-Modeling-and-Document-Categorization-using-Latent-Dirichlet-Allocation
Categorize documents per topics inferred by LDA algorithm
LaurentVeyssier/Automatic-Speech-Recognizer
Build end-to-end Deep Neural Network to translate speech to text (ASR model)
LaurentVeyssier/Maximize-Revenues-with-Thompson-Sampling
Maximize revenues of Online Retail Business with Thompson Sampling algorithm
LaurentVeyssier/Part-Of-Speech-tagging-NLP-task
Part-Of-Speech-tagging using Hidden Markov model to identify the category of words ('noun', 'verb', ...) in plain text.
LaurentVeyssier/TRAX_transformer_abstractive_summarization_model
Use Trax and Transformer architecture for generative summarizer deep learning model
LaurentVeyssier/BERT_training_for_sentiment_analysis
Use pretrained BERT model for sentiment analysis
LaurentVeyssier/Cracking_code_using_RNN_at-character_level
Decipher encrypted strings with various simple recurrent neural networks
LaurentVeyssier/Customer-Marketing-segmentation-with-Machine-Learning
Use unsupervised machine learning tools to segment credit card customers
LaurentVeyssier/Siamese-Network-for-predicting-duplicate-questions
Use Trax Siamese deep Neural LSTM Network to predict pair of similar question (duplicates)
LaurentVeyssier/time-serie-Sales-forecasting-with-Prophet
Use Facebook Prophet model to forecast Sales including seasonality patterns
LaurentVeyssier/TRAX_Translation_model
Use Encoder Decoder architecture with LSTM for English->German translation network
LaurentVeyssier/Algorithmic-problems
Resolve a set of problems using appropriate design and most efficient algorithms
LaurentVeyssier/Data-wrangling-and-preparation
data wrangling using csv files, pandasql and pandas methods and dates
LaurentVeyssier/Determine-Hotels-most-important-evaluation-criteria
Use topic modeling and hotel reviews to determine most important criteria for hotel customers
LaurentVeyssier/Exploration-of-Transformers-Overview-of-NLP-capabilities
Testing of the possible use of transformers model for various NLP tasks leveraging BERT pretrained model from Hugginface
LaurentVeyssier/HR-analytics-Identify-Employees-likely-to-quit-with-ML-Classification-Models
Leverage HR measures to build a classification model and detect employees likely to leave the company
LaurentVeyssier/Predict-author-using-style-not-content-thanks-to-Machine-Learning
Use machine learning classifier to predict author of a piece of Literature NOT looking the content but using "function" words only
LaurentVeyssier/Predict-english-speaking-region-of-origin-by-analyzing-tweets
Predict the region of origin of an english-speaking tweet author by analyzing tweet content using machine learning classifier
LaurentVeyssier/Question-Answering-with-End-to-End-Memory-Network
Use end-to-end memory networks architecture for Question & Answering NLP system
LaurentVeyssier/Sentiment-analysis-using-sentiment-words-dictionaries
Use positive and negative sentiment words dictionaries to predict sentiment
LaurentVeyssier/Sentiment-Analysis-using-various-classifiers
Experiment sentiment analysis using regular classifiers and deep neural networks then compare the performance
LaurentVeyssier/Show-me-the-data-structures
Solve six programming tasks using advanced data structures (linked list, queues, recursive functions...)
LaurentVeyssier/Simple-computer-Science-problems
Solve a series of simple computer science problems
LaurentVeyssier/Trax-tutorial
simple tutorials to familiarize with TRAX library