Pedro Freire, Ph.D. Email & Phone Number

Manchester, Gb

Manchester Area, United Kingdom

As a senior machine learning associate, I play a crucial role in advising on AI technologies used in the online landscape and in the development of projects and AI demos, ensuring the responsible and trustworthy use of AI technologies. My current primary responsibilities are:• Research on how to conduct rigorous assessments and audits of machine learning systems to ensure adherence to ethical guidelines and promote effectiveness, fairness, and transparency.• Lead research on auditing age estimation models to certify their accuracy and compliance with regulatory standards, protecting individuals, especially minors, from harmful content.• Lead research on deep learning models for automatic content moderation (images, text, video, and audio) using computer vision, NLP, and GenAI in an XFT environment.• Research user safety by efficiently identifying and filtering inappropriate or harmful content across various platforms.• Lead performance and stress testing for AI systems.• Expertise in AI/ML system evaluation & validation• Proficiency in AI testing framework & automation.• Committed to creating a secure and positive digital environment while upholding community guidelines and regulatory standards.• Stay informed of industry technology trends and innovations, and actively contribute to the organization's technology communities to foster a culture of technical excellence and growth.

Aston Institute Of Photonic Technologies

Aston Institute Of Photonic Technologies

Munich, Bavaria, Germany

- Created a novel neural network architecture inspired by Nonlinear Schrödinger equation concepts, contributing to advanced signal processing techniques.- Conducted advanced data mining and analysis of time series extracted from transmitted communication signals, employing cutting-edge methodologies.- Evaluated the trade-off between experimental performance and computational complexity across various neural network architectures for enhancing optical signals.- Applied transfer learning techniques to signal enhancement, offering physics-inspired explanations for improved outcomes.- Developed a platform utilizing domain randomization and adaptation to train neural network models using synthetic data, effectively addressing the reality gap (Sim2Real).- Implemented compression techniques (e.g., pruning, weight clustering, and quantization) in neural network models to study computational complexity, power consumption, and latency on commercial edge computers (Raspberry Pi and Jetson Nano) and Field Programmable Gate Arrays (FPGAs).

Santos, São Paulo, Brazil

Appointed as internal Commissioning Manager for terminal expansion project that includes installation of 32 product storage tanks , piping, automated manifolds, pumps, eight-bay truck loading/unloading rack fully automated, new vapor destruction unit, and ship loading/unloading piping. Main responsibilities include:• Develop and implement a site specific Commissioning plan • Develop commissioning schedule • Develop commissioning systems• Review, comment and oversee implementation of the EPC Contractor’s Commissioning procedures• Work with Projects on the Data Handover Plan ensuring Commissioning, tag, documentation and other information is transitioned into Client’s Operations and Maintenance system• Participate actively in diverse operational aspects of project commissioning.• Manage and supervise Project Commissioning/Turnover records during implementation and final handover• Coordinate the timely close-out of Commissioning queries and action items• Ensure that the risk assessment and management processes are maintained and developed as they pertain to Commissioning/Turnover• Establish and manage a commissioning organization• Participate in project coordination, scheduling, safety and progress review meetings.• Ensure all Automation, instruments, electrical and mechanical test check-outs are completed per commissioning systems. • Definition of the new truck logistics model for the new terminal• Training operational team to improve their skills in reading P&ID, understanding automation concepts and time of decision-making for the new processes and infrastructure.

Santos, São Paulo, Brazil

- Strategic Project Management: Successfully oversaw the full life cycle of 20 Sustaining Capex and Improvement projects, ensuring seamless initiation, execution, monitoring, control, and closure. Prioritized client-centricity and cross-project synergy. Proficiently managed budgets and led the preparation and oversight of Terminal Investment Proposals.- Procurement Excellence: Spearheaded the exploration and engagement of new suppliers for materials, services, and products, fostering redundancy and alternative sourcing strategies to elevate quality, lower costs, ensure timely delivery, and enhance safety measures.- Engineering Leadership: Directed portfolio design and project selection aligned with strategic planning, operational/commercial demand, and the company's master plan. Reviewed Technical Drawings, P&IDs, and engineering calculations, providing technical support for power and utility management planning.- Project Development and Support: Played a pivotal role in the creation and execution of the Terminal Automation Master Plan for Brazil, ensuring alignment with strategic objectives and operational excellence

Candeias, Bahia, Brazil

- Leadership and Project Management: Directed 22 distinct Capex Projects, orchestrating service progress and team assignments, overseeing project development, and ensuring seamless implementation at the Terminal. Managed contracts, communicated with stakeholders, and adeptly handled change management processes.-Procurement Expertise: Orchestrated material and service requisitions, monitored supplier performance, and conducted comprehensive evaluations of qualified suppliers to optimize operational efficiency.-Strategic Planning: Orchestrated the distribution of projects to on-site personnel, ensuring alignment with project review control worksheets. Developed operational and monthly activity plans, closely monitoring project schedules and work progress.-Technical Engineering Proficiency: Conducted in-depth technical analyses and formulated procedures, issuing comprehensive management reports. Proficiently diagnosed facility and equipment failures and facilitated third-party and manufacturer visits to facilities and equipment at the Terminal.

Recife, Pernambuco, Brazil

Key Responsibilities:-Proficiently operated and configured systems integral to the digital signal formation chain, notably in High-Definition Television (HDTV) contexts.-Expertly detected and resolved issues pertaining to signal, digital audio, and video processing systems, ensuring uninterrupted functionality.-Generated detailed daily reports documenting equipment maintenance activities and troubleshooting efforts.-Conducted comprehensive training sessions on Fiber Optic Systems, emphasizing operational best practices.-Actively managed updates on commercial servers for Globo Nordeste, ensuring seamless and updated operations

Recife

Key Responsibilities:- Oversaw the maintenance of automation modules and led the development of an Automation Framework utilizing IoT Residential Installation principles for Smart House applications.- Conducted customer visits for automation system maintenance, ensuring optimal performance of equipment.- Spearheaded research projects (Hardware/Software) in the medical domain, notably focusing on pioneering Electromyography Mobile technology as a technological innovation.

I actively engaged in scientific research centered around optical communication and sensor technology, spearheading investigations into applications within the Oil & Gas industry utilizing optical sensors. My primary responsibility involved exploring methodologies to calculate corrosion rates on underwater pipelines by employing specialized fiber optics with metalized faces. Using Optical Time Domain Reflectometry (OTDR), I measured the time interval between maximum and minimum reflected light intensity. This hands-on experience immersed me in a dynamic scientific environment, fostering a deep understanding and practical expertise in optical devices, Erbium-Doped Fiber Amplifiers (EDFA), various types of fibers, and laser technologies

Master Of Business Administration - Mba

Advanced Strategic Management Information Systems and Digital Strategy Big Data Analytics Digital Economy Decision Making and Negotiations

Oxford Artificial Intelligence Programme, 90 Out Of 100 (Exceeds Expectations)

The Oxford Artificial Intelligence Programme is designed for managers, business leaders, and technical professionals from a variety.

Doctor Of Philosophy - Phd, Electrical Engineering And Computer Science, Ieee Photonics Graduate Award

European Industrial Doctorate in Hardware Implementation of Machine Learning Techniques for Nonlinearity Mitigation in Optical Coherent.

Non Graduated Student Of Electrical Engineering, 3.8 Out Of 4 (First Class)

Non Graduated Student Of Electrical Engineering, 4 Out Of 4. (First Class)

Master Of Science - Ms, Telecommunications Engineering, 92 Out Of 100 (Distinction)

The purpose of the thesis was to employ Artificial Intelligence to solve the problem of planning optical networks while taking.

Electronic Engineering, Telecommunications Engineering, 87 Out Of 100 (First Class)