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Pradeep Yadav

Machine learning and Deep learning model developer having 3 years of experience in model development with diverse experience in Computer vision, machine learning, NLP architecture applications using python and SQL, AI + biology, Drug discovery, wearables, Digital Biosignal processing, medical image processing, Deep learning & Neural network algorithms. A learning enthusiast, passionate about exploring and solving complex business and Research problems by developing innovative technology solutions. Collaborative, team player with a zeal to lead and achieve organizational goals.
  • Role

    AI Research Scientist

  • Years of Experience

    3 years

Skillsets

  • Python
  • NLP
  • TensorFlow
  • Computer Vision
  • Machine Learning
  • AWS
  • C++
  • DSP
  • Flask
  • Keras
  • Linux
  • MATLAB
  • PySpark
  • PyTorch
  • Simulink
  • SQL

Professional Summary

3Years
  • Jun, 2021 - Present4 yr 9 months

    AI Research Scientist

    PharmCADD India
  • Jul, 2020 - Jun, 2021 11 months

    Engineer, AI

    Redpine Signals Pvt. Ltd
  • Jun, 2019 - Jul, 2019 1 month

    Quality Assurance

    Nemo.Care
  • Jun, 2016 - Jul, 2016 1 month

    Internship

    Indian Farmers Fertiliser Co-operatives

Work History

3Years

AI Research Scientist

PharmCADD India
Jun, 2021 - Present4 yr 9 months
    Pre-processed & built the multi-classification machine learning models on physicochemical dynamical simulated data & compared the accuracy and ROC scores. This model has been used in the processes of drug development. Pre-processed & Built the Artificial neural network Regression model to predict the IC50 values from the nano physicochemical dataset. This model has been used in the processes of drug development. Built the bidirectional LSTM (Long Short-Term Memory) Deep Learning model to predict the 3D structure protein morphologies and optimize the model with different optimization techniques and hyperparameter tuning to reduce the MAE.

Engineer, AI

Redpine Signals Pvt. Ltd
Jul, 2020 - Jun, 2021 11 months
    Pre-processing and denoising the PPG signal and understanding of physiological changes with the PPG signal Collaborated and real-time data collected from Hospitals with the observation of expert Doctors. Various features extracted & predicted various healthcare parameters from PPG Signal using ML models (HR, RR, Glucose level, etc.) Optimized Deep learning models on various medical image data with 3DUNet, Cancer net, VGG, and other Transfer learning models Analog & mixed-signal (AMS) layout automation using ALIEN, ALOE, Cadence Skill Script, Verilog & ML/DNN (5nm TCMC technology)

Quality Assurance

Nemo.Care
Jun, 2019 - Jul, 2019 1 month
    Identified different risks associated with IoT-based wearable devices and proposed feasible solutions to mitigate those risks Conducted performance testing of batteries used in medical devices over different parameters and did statistical analysis

Internship

Indian Farmers Fertiliser Co-operatives
Jun, 2016 - Jul, 2016 1 month
    Worked on Distributed Control System used to monitor controllers installed in the plant and set their parameters

Major Projects

2Projects

IIT Hyderabad M.Tech Thesis Project

Aug, 2019 - Jun, 2020 10 months
    Acquired EEG, ECG, EMT, and EMG data (Signal) from Brain stroke patients and healthy cohorts during bi-manual rehabilitation Inspected Inter-Muscular Coherence and Cortico-Muscular Coherence in stroke patients and explored ML algorithms for artifacts removal (e.g. ICA, PCA, etc.) and identified RMS, Power Spectrum, muscle activations at different inclinations Removed artifacts from the Electromagnetic tracking positional data with various digital filters and did statistical analysis

Machine Learning Project (NLP)

Sep, 2019 - Nov, 2019 2 months
    Worked on movie review data, feature extraction, sentiment analysis, and subjectivity classification. Worked on hate speech detection; evaluated metrics using Machine learning algorithms and compared accuracy and F-1 scores

Education

  • M.Tech (Biomedical Eng.)

    Indian Institute of Technology, Hyderabad (2020)

  • B.Tech(Instrumentation &control Eng.)

    Institute of Engineering and Rural Technology, Allahabad, UP (2017)

  • CBSE (CLASS XII)

    Scholars Home, Lucknow (2012)

  • CBSE (CLASS X)

    Jawahar Navodaya Vidyalaya, Gyanpur (2010)