Profile

Overview
You have a business [problem]. I can solve by applying science & engineering on [data]

Short Bio
=======
Be extremely clear with your requirements and 5Es are sufficient to shortlist a service provider. Rest are stories.

EDUCATION: [Indian Institute of Technology, IIT] - One of the top technical universities worldwide...Rank 1 in Asia
EXPERIENCE: [15 Years] - Hands-on experience working on challenging problems on data-to-decision...Analyst, Architect, Engineer, Researcher, Consultant
EXPERTISE: [Machine Learning & AI] - Problem solving through data, science & engineering...Distributed Computing, Deep Learning, Business Intelligence
EXPOSURE: [45 Clients] - Closely worked with large customers from eight countries... Retail, Banking, Insurance, Healthcare, Automobile, Media
EMPATHY: [Customer Delight] - Aggregated 4.75/5 rating by customers served...Dedication, Commitment, Delivery

Seeing is Believing...I can demo

Pranav is a data-to-decision person helping enterprise, small business, and startups solving their business problems at scale. Graduate from Indian Institute of Technology, IIT Guwhati, carries 15 years of significant experience working on data engineering, data science, data visualization and artificial intelligence.

Pranav had been associated with esteemed businesses including Invitation Homes, Kaiser Permanente, Zurich Financial Services, Hughes Depot Supply, Boeing, Nielsen, Adap TV, Ecolab, CNA Financial, LiveGlam to name very few in list.

SPECIALTY
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[UNSTRUCTURED DATA]

1. Video Analytics
- Object Detection
- Object Tracking
- Object Removal
- Object Generation
- Motion Detection
- Pose Estimation
- Facial Recognition

2. Image Analytics
- Image Classification
- Image Detection
- Image Localization
- Image Segmentation
- Image Search
- Image Similarity
- Image Synthesis
- Image Reconstruction
- Style Transfer
- Scene Recognition
- Computer Vision

3. Audio Analytics
- Audio Classification
- Audio Fingerprinting
- Audio Segmentation
- Voice Recognition
- Voice Search
- Voice Emotion
- Onset Detection

4. Text Analytics
- Text Classification
- Text Clustering
- Text Mining
- Language Processing
- Language Understanding
- Language Generation
- Language Interaction
- Language Query
- Language Search
- Document Summarization
- Question Answering
- Entity Resolution
- Information Retrieval
- Information Extraction
- Machine Translation
- Emotion Analytics
- Conversational AI


[STRUCTURED DATA]

5. Predictive Analytics
- Classification (binary, multi-label, multi-class)
- Regression (linear, bayesian, boosted trees)
- Clustering (centroid, distribution, connectivity, density, subspace)
- Ensemble Learning (bagging, boosting, voting)
- Forecasting (seasonality, trend, time series)

6. Prescriptive Analytics
- Association
- Recommendation
- Similarity

7. Descriptive Analytics
- Reports
- Dashboards
- Dossiers
- KPIs
- Metrics

8. Exploratory Analytics
- Univariate
- Multivariate
- Plots
- Missing Values
- Outliers
- Class Imbalance
- Feature Engineering

9. Optimization
- Continuous
- Discrete
- Combinatorial
- Variational


10. Pre-Processing
- Ingestion
- Definition
- Transformations
- Enrichment
- Cleaning
- Resolution
- Harmonization
- Language Processing
- Image Processing
- Audio Processing


BEEN THERE, DONE THAT
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Approaches
````````````
Learning
? Supervised
? Semi-Supervised
? Unsupervised
? Reinforcement

Computational
? Matrix Factorization
? Map Reduce

Algorithms
```````````
- Convolutional Neural Networks (CNNs)
- Recurrent Neural Networks (RNNs)
- Long Short Term Memory (LSTMs)
- Gated Recurrent Unit (GRUs)
- Seq2Seq Models
- Encoder Decoder
- Deep Boltzmann Machines (DBMs)
- Deep Belief Network (DBNs)
- Multi Layered Perceptron (MLPs)
- Generative Adversarial Network (GANs)
- Deep Q Learning (DQNs)

Architectures
``````````````
- VGGNet
- Inception V3
- ImageNet
- AlexNet
- ResNet
- DenseNet
- U-Net
- Darknet


Frameworks
`````````````
- TensorFlow
- Keras
- PyTorch
- Caffe
- YOLO V2
- OpenCV
- MobileNet
- Deeplabv3
- Librosa

Libraries
`````````
- NumPy
- Pandas
- Matplotlib
- StatsModels
- Scikit-learn
- PySpark

Presentation
`````````````
- PowerBI


Feedback
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I worked with 45+ global clients for last 15 years and received an overall 4.75/5 rating (weighted average)

Communication
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Possess excellent English skills.
Availability
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