Emile D. Email & Phone Number

Montreal, Quebec, Canada

Quebec, Canada

• Processed and cleaned time series dataset
• Implemented and trained 5 different Deep Learning time series forecasting models (MLP, LSTM, DeepAR, Temporal Fusion Transformer, N-Beats) across 4 years of data
• Presented a Markov Decision Process and a Reinforcement Learning environment as an active model selection mechanism to improve short-term load forecasting (next 24 hours)
• Effected a 2% decrease in test error by adapting and applying the Rainbow Deep RL algorithm to the RL… Show more
• Effected a 2% decrease in test error by adapting and applying the Rainbow Deep RL algorithm to the RL framework Show less

• Processed several genome datasets comprising around 850k participants and performed polygenic risk analysis and genome-wide association studies
• Devised a Bayesian hierarchical model to investigate loneliness as a function of 7 spatially distributed brain networks based on the Schaefer-Yeo atlas
• Discovered a strong association between social isolation phenotypes and various brain regions. For instance: right posterior superior temporal sulcus (mean = 0.27, 5–95% Highest Posterior… Show more
• Discovered a strong association between social isolation phenotypes and various brain regions. For instance: right posterior superior temporal sulcus (mean = 0.27, 5–95% Highest Posterior Density = 0.10/0.44), right.
• Revealed statistically significant divergences in performance of a socioeconomic status predictive model in different subsets of the UKBB population (500k participants) as defined by height, body mass index, age.
• Oversaw the usage of over 100 TB of storage and 150 core years of CPU allocation on the high performing computing cluster Show less

Montreal, Quebec, Canada

• Proposed a system of ordinary differential equations, inspired by the Competitive Lotka-Volterra model, to simulate the future engagement of people relative to a specific work setting

Canada

• Managed and planned 3 project teams (Avionics, Electrical & Propulsion) to promote collaboration and keep members on task and productive over the delivery of 8 airplanes

Montreal, Canada Area

• Designed a Visual Basic Application tool to automate the generation of technical drawings and increased productivity by ~20%

Montreal, Canada Area

• Provided feedback and assisted students in the MATLAB course

Beirut District, Lebanon

Professional Master'S, Machine Learning, 3.92/4.0

Bachelor’S Degree, Mechanical Engineering, 3.98/4.0