Abhishek Krishna
Technical Solution Specialist in Data Engineering Machine Learning at Ericsson
Based in Gurugram, India
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Seniority
Staff
Department
Other
Location
Gurugram
Industry
Telecommunications
Company size
107K
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a•••••••@ericsson.com
Phone
5 credits+91 ••• •••• ••••
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Background
About Abhishek Krishna
I developed a streamlined and efficient data pipeline solution that can process 700 GB of Cell Trace Records data for RAN-3G/4G/5G telecom networks in just 15 minutes. This solution utilizes various cutting-edge technologies, including Big data tools like Apache Nifi, Pyspark, Hadoop, and Dremio (a data-as-a-service platform). Furthermore, I expanded this solution to incorporate machine learning capabilities by integrating MLOPS tools and frameworks, such as Kubeflow and Kubernetes.My Machine Learning Operations MLOPS Works includes:1. Manage Data Science Lifecycle using Kubeflow Pipeline2. ML Model Performance Tuning with SME Inputs, AutoML, Auto Hyperparameter Tuning3. ML Model Deployment on Kserve Framework4. ML Model Monitoring Solution Using Prometheus and Grafana5. Experimental Tracking and Model Registry using MLFlow6. ML Framework Experience- Tensorflow, Sk-Learn, Pycaret, Pyspark ML
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