Shankar Arumugavelu’s Post

Indeed its a great insight Shankar Arumugavelu, this takes my memory back in 2005 where you were hosting Town Hall as head of Network Systems portfolio for Vz Telecom. Starting from Production Support and leading as CIO for the company who invented Telecom is a great inspiration for many of us. My quote: "What we call as noise in statistical ML, yields learning for the deep learning models". In my perspective, Data being at its original form can't be classified as good / bad, but its in the hands of AI Architect who orchestrates silos of datasets, the technique which he handles will make it as good data / bad data / duplicate etc.. Sadly, there is not much focus on the role of AI Architect in the industry, the technology is evolving and we will be there soon!

Stress narrows our perspective. Here’s a simple way to expand it https://ow.ly/RNES50PQY2u #LifeLenses #connection #belonging #perspective

In the bustling streets of Manila, Philippines, a unique approach to the issue of squatters on public easements has emerged. This method showcases an alternative approach that holds potential for adoption in other urban areas facing similar challenges. You see, in the heart of this vibrant city, where the contrasts of affluence and poverty blend together, a delicate balance is sought between compassion and order. The authorities comprehend the complex realities of urban living and strive to address the needs of those without proper homes while simultaneously safeguarding public spaces. Rather than a forceful eviction, the process begins with a dialogue. Members of the local government engage in heartfelt conversations with the affected communities, seeking to understand their circumstances, dreams, and struggles. Stories unfold, revealing the individuals behind the label of "squatters." Through this empathetic connection, the authorities gain insights into the aspirations and potential of these marginalized individuals. They recognize that beneath the squatter colonies lie untapped talents, strong wills, and a yearning for stability. It is here, in the power of understanding, that the seeds of transformation are sown. With mutual respect established, a cooperative effort ensues. The authorities work hand in hand with the squatter communities to identify viable solutions. A spirit of partnership emerges, fueled by the belief that together, positive change can be accomplished. In some instances, relocation to safer, more suitable areas becomes a reality. The focus shifts from mere displacement to providing opportunities for growth and development. The provision of basic amenities, education, and training becomes paramount, empowering those once marginalized to rewrite their stories of resilience and perseverance. This approach to addressing the issue of squatters on public easements in Manila is a testament to the power of compassion and understanding. It showcases a path where dialogue replaces confrontation, empathy replaces judgment, and partnership replaces division. As the story of Manila's alternative approach unfolds, it beckons us to ponder the possibilities within our own cities and communities. How might we navigate the intricate tapestry of urban life with a balance between compassion and order? Can we embrace the power of understanding to transform adversity into opportunity? The answers lie within us, waiting to be discovered and embraced. https://lnkd.in/gaJzngfk

Keep your dreams alive. Understand to achieve anything requires faith and belief in yourself, vision, hard work, determination, and dedication. Remember all things are possible for those who believe. #litigation #lawlife #telecomlaws #inhousecounsel #teleconlaws #companylaws #cmpak #zong #legaladvisor

Mother & son, getting it done! Creating Yolngu Matha versions of Cultural Knowledge Provider doc’s. Helping Providers make informed employment decisions on country. The smallest of changes, making biggest mob of changes… #meaningfulwork! #culturalintelligence #culturalexchange #culturalawareness #indigenousknowledge #indigenousconnection #economicdevelopment #reconciliation #recognitionmatters

Ahh the Chinese! Link to GT article: https://lnkd.in/eFjgREEe There are 4 paras that start with "Such confidence and strength stem from ..." to rhyme with the title of the post.

As parents, we all want our children to grow up in a safe and secure environment. However, it's important to remember that the safety and well-being of our children is a community-wide responsibility. Even if our own children seem unaffected, it's crucial to recognize that certain challenges are prevalent throughout society. By coming together and collaborating, we can ensure that every child has the opportunity to thrive and reach their full potential. Let's not be complacent and instead build a stronger, safer community through cooperation, education, and vigilance. Every child deserves a secure environment to flourish in, and together, we can make that a reality. Join us at https://lu.ma/ajxe1uld to know more how you can be involved. #CommunitySafety #ChildWellBeing #Collaboration.

https://lnkd.in/gPX2WMii Hello guys, here are some of my writings regarding opinions or something I could share from the event I attended. Hope it is useful. please share your thoughts too. #communication #writing #politics

Check out this week's “Social Justice in the Parsha” as I talk about Parshat Va'etchanan: On Keeping Relationships Alive.