VinACE

1. Page Industries
2. P & G Hygiene
3. TCS
4. Britannia Inds.
5. TATA Elxsi
6. Avanti Feeds

7. Asian Paints
8. Abbott India
9. Ajanta Pharma

VinACE

LLM Evaluation - Helicone, TrueLens and Promptlayer
Pompt Engineering -- ROLE and TASK, RACE frame
AI-Workflow Automation -- A - B- C task automation ...> Automation Engineers, Operation Managers, Business Analyst, Sales and MArketing

    n8n - Business Process automation ...>

AI Agents -- Autonomous AI agents that can Plan, reason, take actions, complete goals, with minimal human input.
replit ..> 
             AI agents, product teams, Customer suport teams, developers building Aigents, Startup
      LangGraph, AutoGen, CrewAI,...>

VinACE

Based on your profile and CV (18+ total experience, 13+ years relevant, AI/ML & Data Architecture leadership, healthcare + enterprise AI exposure), here is a very realistic 5-year role trajectory for Chennai and Bangalore, tailored specifically to you — not generic titles.

🔮 Your Likely & Relevant Roles in the Next 5 Years

(Chennai & Bangalore – Healthcare, HealthTech, Enterprise AI)

🟢 NEXT 1–2 YEARS (Immediate / Short Term)

Given your current seniority, this is where the market will naturally place you.

VinACE

import os

path = '/path/to/folder'

# Get all the .png files in the folder
files = [file for file in os.listdir(path) if file.endswith('.png')]

# Sort the files
files.sort()

VinACE

https://github.com/tianyu0207/RTFM

https://github.com/seominseok0429/Real-world-Anomaly-Detection-in-Surveillance-Videos-pytorch -->

https://github.com/fjchange/MIST_VAD-->

https://github.com/OmRajpurkar/Alert-Generation-on-Detection-of-Suspicious-Activity-using-Transfer-Learning

VinACE

https://www.kaggle.com/mlwhiz/multiclass-text-classification-pytorch

https://towardsdatascience.com/text-classification-with-state-of-the-art-nlp-library-flair-b541d7add21f
https://towardsdatascience.com/how-to-beat-automl-hyperparameter-optimisation-with-flair-3b2f5092d9f5

https://github.com/pytorch/text/blob/master/torchtext/experimental/datasets/text_classification.py

VinACE

https://www.math.utk.edu/~finotti/files/latex/LaTeX_Symbols.pdf --- symbol pdf...
https://tex.stackexchange.com/questions/345379/table-in-two-column

Latex_tables - two column width...
\begin{table*}[!hbt]
  \caption{Comparison of our evaluation scores with other references}\label{tab:apis}
  \small
  \begin{center}
    \begin{tabular}{|l|l|l|l|l|l|}

VinACE

The Python code to convert refs.bib file to bibitem file
python2 bibtex2item.py < refs.bib > bibitem.txt
https://tex.stackexchange.com/questions/124874/converting-to-bibitem-in-latex

# filename: bibtex2item.py
import sys

bibtex = sys.stdin.read()

VinACE

https://machinelearningmastery.com/precision-recall-and-f-measure-for-imbalanced-classification/ -- Calculate Recall With Scikit-Learn

VinACE

"""
# https://github.com/bentrevett/pytorch-seq2seq/issues/129
# https://github.com/bentrevett/pytorch-seq2seq/blob/master/6%20-%20Attention%20is%20All%20You%20Need.ipynb
"""
import torch
import torch.nn as nn
import torch.optim as optim

import torchtext
from torchtext.datasets import Multi30k