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Train Hard - Train Safe #INA trainees benefitted immensely from lecture and workshops on Injury Free Running by Col Avdhesh Kumar(Retd),Director,ChiRunning India Master Instructor, Col Avdhesh Kumar (Retd). Recipient of Veteran Achievers Award and an endurance athlete, his practical guidance on human biomechanics resonated with the trainees' concerns, highlighting...

13,069 views • 25 days ago •via X (Twitter)

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A very important interview by the Baloch nationalist leader Hyrbyair Marri Hyrbyair Marri, the president of Free Balochistan Movement, pioneer of the ongoing Balochistan liberation he is also known as the Netaji Subhash Chandra Bose and Sheikh Mujibur Rahman of the #RepublicOfBalochistan. * The independence of Balochistan will bring permanent peace and end Pakistan's decades-long terrorism in this part of the world. * The country of Balochistan will play the role to bridge the gap between nations and faith. * The first finance minister of the independent Balochistan before the Pakistani invasion was a Hindu It is proven that Balochistan and Bharat had been great civilizations. * He suggested Delhi should chalk a long term policy and make an alliance with the leadership of the Pashtuns, Balochs, Sindhi, Gilgiti people and Muhajirs ethnicities and invite them to India to counter Pakistan and Chinese evil plans. * Balochistan was occupied by the Punjabi muslim military in 1948. After the invasion Baloch King Khan of Kalat was kept in prison in Punjab for decades. * Mohammad Ali Jinnah betrayed Baloch ruler Khan of Kalat under the guise of a lawyer and friend of Balochistan. #BharatBalochistanFriendship Narendra Modi Dr. S. Jaishankar Amit Shah Rajnath Singh RSS Lt Gen DP Pandey Shesh Paul Vaid ADG PI - INDIAN ARMY Tehseen Poonawalla Official 🇮🇳 Laiba Yousafzai Pashtun لایبه ایسفزیی KJS DHILLON🇮🇳 Tilak Devasher ABP News ABP LIVE ABP माझा ANI Smita Prakash Republic Republic Bharat - रिपब्लिक भारत Republic Bangla India News Page3NewsThai MEMRI @Terror_Alarm Mariana Times TIMES NOW All India Radio News Ministry of Defence, Government of India IBG NEWS DD News UP DD News OM Hindi News18 The Times Of India Hindustan Times NewsX World Aditya Raj Kaul Maj Gen (Dr)GD Bakshi SM,VSM(retd) Major Sammer Pal Toorr (Infantry Combat Veteran) Major Madhan Kumar (Retd)🇮🇳 Major Pawan Kumar, Shaurya Chakra (Retd) 🇮🇳 Parvati Jangid Suthar #SisterofSoldiers 🇮🇳 Dr Parveen Yograj Himanta Biswa Sarma Dr. Suresh Chavhanke “Sudarshan News” @vijaytiwariji Balochwarna News Humgaam News

Mir Yar Baloch

112,241 views • 10 months ago

New Course: Post-training of LLMs Learn to post-train and customize an LLM in this short course, taught by Banghua Zhu, Assistant Professor at the University of Washington University of Washington, and co-founder of @NexusflowX. Training an LLM to follow instructions or answer questions has two key stages: pre-training and post-training. In pre-training, it learns to predict the next word or token from large amounts of unlabeled text. In post-training, it learns useful behaviors such as following instructions, tool use, and reasoning. Post-training transforms a general-purpose token predictor—trained on trillions of unlabeled text tokens—into an assistant that follows instructions and performs specific tasks. Because it is much cheaper than pre-training, it is practical for many more teams to incorporate post-training methods into their workflows than pre-training. In this course, you’ll learn three common post-training methods—Supervised Fine-Tuning (SFT), Direct Preference Optimization (DPO), and Online Reinforcement Learning (RL)—and how to use each one effectively. With SFT, you train the model on pairs of input and ideal output responses. With DPO, you provide both a preferred (chosen) and a less preferred (rejected) response and train the model to favor the preferred output. With RL, the model generates an output, receives a reward score based on human or automated feedback, and updates the model to improve performance. You’ll learn the basic concepts, common use cases, and principles for curating high-quality data for effective training. Through hands-on labs, you’ll download a pre-trained model from Hugging Face and post-train it using SFT, DPO, and RL to see how each technique shapes model behavior. In detail, you’ll: - Understand what post-training is, when to use it, and how it differs from pre-training. - Build an SFT pipeline to turn a base model into an instruct model. - Explore how DPO reshapes behavior by minimizing contrastive loss—penalizing poor responses and reinforcing preferred ones. - Implement a DPO pipeline to change the identity of a chat assistant. - Learn online RL methods such as Proximal Policy Optimization (PPO) and Group Relative Policy Optimization (GRPO), and how to design reward functions. - Train a model with GRPO to improve its math capabilities using a verifiable reward. Post-training is one of the most rapidly developing areas of LLM training. Whether you’re building a high-accuracy context-specific assistant, fine-tuning a model's tone, or improving task-specific accuracy, this course will give you experience with the most important techniques shaping how LLMs are post-trained today. Please sign up here:

Andrew Ng

125,146 views • 1 year ago

Today Hon’ble Deputy Chief Minister Shri Pawan Kalyan garu participated in the Workshop on Source Sustainability of Surface & Ground Water Sources at A.P. State Institute of Rural Development & Panchayat Raj (AP SIRD&PR), Kanuru, Vijayawada, Andhra Pradesh. Addressing the gathering, he emphasized that water is the foundation of life, livelihoods, and future development, and underscored the need to move beyond availability towards ensuring sustainability and quality. He highlighted the challenges of groundwater depletion, contamination, and declining surface sources, and called for scientific planning, evidence-based source identification, and adoption of modern technologies. He further stressed the importance of groundwater recharge, rainwater harvesting, aquifer management, and strong community participation to achieve long-term water security under Jal Jeevan Mission 2.0. He also conveyed his gratitude to Hon’ble Prime Minister Shri Narendra Modi ji, Hon’ble Union Minister for Jal Shakti Shri C R Paatil ji, and Hon’ble Chief Minister Shri N Chandrababu Naidu garu for their continued guidance and support in strengthening sustainable water management initiatives. The workshop was attended by several distinguished dignitaries and officials, including Shri Shashi Bhushan Kumar, IAS garu, Special Chief Secretary, Panchayat Raj & Rural Development; Shri Dr. P. Krishnaiah, IAS (Retd.) garu, Chairman, Andhra Pradesh Pollution Control Board; Shri Mutyalaraju Revu, IAS garu, Commissioner, AP State Institute of Rural Development & Panchayat Raj (AP SIRD&PR) and Shri Nishant Kumar, IAS garu, District Collector & Magistrate, Annamayya District. The workshop also witnessed the participation of eminent scientists and professors from the National Environmental Engineering Research Institute (NEERI), National Institute of Hydrology, IIT Tirupati, Andhra University, along with officials from Central and State Ground Water Departments, various State Government departments, and all esteemed participants. (1/3)

Deputy CMO, Andhra Pradesh

16,333 views • 3 months ago

#breakingnews‌ 🇲🇲Myanmar-based terror module plots a coordinated bomb attack in Indian soil during Manipur's Sangai Festival, warns festival-goers to attend at their own peril, as the terror group seeks to turn the festival into a bloodbath. 📌 As the nation still grapples with the aftermath of the terrorist attack in Delhi, a terror cell operating with impunity from their safe havens across our border, which has a covert & sophisticated network of operatives & sympathizers embedded within Manipur released a video message warning the public to attend the festival at their own peril as it orchestrated a plot to unleash a coordinated bomb & Gun attacks during the festival. 🚨In a video that was released by the terrorist group, the local operatives in Manipur recieves explicit & uncoded instructions from its handler in myanmar to target & execute multiple bomb attacks on the festival grounds. 📍The same terror group had proven its audacity earlier by issuing death threats to Manipur Police following the arrest of 28 Arambai Tenggol cadres. In a brazen display of intimidation, the group had erected a Mexican cartel-style banner rigged with bombs right in the heart of Imphal. They had also defaced the Manipur Police Station signboard & plastered their own insignia & "rising day" propaganda flyers over the police station's gate & right outside the premises of sekmaijin police station in a blunt declaration of war against the authority of the Indian State. 📌 The pattern & message is unmistakable, a foreign-backed terror syndicate deeply embedded within Manipur's underbelly is exploiting local fault lines & local sympathizers to destabilize the nation from within with an aim to bleed India by a Thousand cuts. Its digital propaganda, cross-border coordination & drug-linked financing has revealed a degree of sophistication that demands an uncompromising counter-response from India. 🚨 This is beyond the threshold of insurgency shrouded in secessionist ideology, it is cold-blooded terror sustained by narcotics, fear, intimidation, extortion & foreign complicity. Manipur stands at the frontline once again & the question is no longer whether these forces will strike, but how decisively India will strike back. Vladimir Adityanath Madhu Purnima Kishwar रक्षा मंत्री कार्यालय/ RMO India LT GEN GURMIT SINGH, PVSM, UYSM, AVSM, VSM (Retd) LtGen AK Choudhary(Retd) SpearCorps.IndianArmy ADG PI - INDIAN ARMY Lt Gen DP Pandey Maj Gen (Dr)GD Bakshi SM,VSM(retd) Major Surendra Poonia Major Pawan Kumar, Shaurya Chakra (Retd) 🇮🇳 LtGen AK Choudhary(Retd) Colonel Rohit Dev (RDX) 🇮🇳 Lt Col Anil Duhoon (Veteran) Ministry of Defence, Government of India Sambit Patra Jagat Prakash Nadda Jairam Ramesh Elite Predators Frontalforce 🇮🇳 Frontline BhikuMhatre Megh Updates 🚨™ IDU Vijaita Singh Rahul Kanwal Rajdeep Sardesai EasternCommand_IA PRO Defence, Manipur, Nagaland & South Arunachal Ajay Bhalla @RajBhavManipur Aditya Raj Kaul Maj Digvijay Singh Rawat, Kirti Chakra (Retd) War War BLUE Girish and The Chronicles Official U.S. Embassy India Naorem Mohen

J Shakur

11,983 views • 8 months ago

Tourism Regulator Cancels Work Permit of Taita Hills Resort Manager The government, through the Kenya Tourism Regulatory Authority (TRA), has cancelled the work permit of Sanjeev Kumar, the General Manager at Taita Hills Resort in Taita Taveta County. This action comes after a successful investigation into the reported mistreatment of staff at the resort, which is part of the Salt Lick Taita Hills complex. Kumar has faced numerous allegations of inhumane workplace abuse, discrimination, and mistreatment of staff. The situation had remained largely unreported until an intern came forward with accusations of body shaming. The intern alleged that Kumar repeatedly made demeaning comments about her body size, particularly referencing her large breasts and stated that such features had "no place in the hospitality industry." In response, she reported the abuse to the Human Resource Manager, but instead of addressing the matter, she was transferred to the front desk, where she continued to face verbal abuse. Ultimately, she was dismissed prematurely from her internship. The intern’s complaint to TRA outlined the harmful impact the abuse had on her and how the hostile work environment worsened over time. “On numerous occasions, he made demeaning comments about my body, particularly referencing my large breasts and stating that they had 'no place in the hospitality industry.' These comments humiliated me and created a hostile and discouraging work environment,” she wrote in the complaint. She also noted that she had heard similar stories from others who had worked under Kumar, with some even more distressing. Further allegations came from another former employee who accused Kumar of unprofessional behavior, such as yelling at staff in front of guests. On one occasion, he allegedly came close to throwing a notebook at a staff member. The staff also reported that their off days and leave requests, including maternity and paternity leave, were often ignored. Those who raised concerns about their treatment faced verbal abuse and retaliation. In some instances, employees were reportedly coached on what to say during board visits, with threats of punishment if they deviated from the prepared statements. TRA also received witness accounts from other staff members, one of whom described an incident where Kumar became enraged, breaking a fruit bowl and berating a pastry chef. These acts of aggression were reportedly witnessed by other employees, who said the atmosphere in the workplace had become increasingly toxic. A video shared online further exposed Kumar’s treatment of the staff. It showed a man of Indian descent, identified as Kumar, confronting a male African staffer in what appeared to be a kitchen. During the confrontation, Kumar knocked utensils and food off the counter while angrily shouting at the staff member. The video, which was widely circulated, caused public outrage and led to further scrutiny of Kumar's conduct. In response to the growing concerns, TRA intervened and raised the allegations with the resort's management. The authority demanded a formal response within five days. TRA also warned that failure to address the issues could result in the suspension of the resort's tourism license. This action underscores the regulator’s commitment to ensuring that resorts in Kenya uphold proper workplace standards and treat employees with respect and dignity. The decisionGovernment Cancels Work Permit of abusive Hotel Manager at Taita Hills Resort Sanjeev Kumar terrorising staff at Salt lick Taita Hills . Pity the Indian lady guest who is startled by the phone banging . Poor staff going through terror . Do Kenyans deserve this ? Work permit was cancelled and this man should go back to India The same Sanjeev Kumar terrorizing his Kenyan staff. This man should not even manage a kiosk. The government through the Kenya Tourism Regulatory Authority (TRA) has canceled the work permit of Sanjeev Kumar who is the General Manager at Taita Hills Resort. The authority made the decision after successfully probing the reported mistreatment of staff at Taita Hills Resort and Spa in Taita Taveta County. Mr. Sanjeev Kumar has been accused of inhumane workplace abuse, discrimination, and mistreatment of staff. The staff had for long been silent over the matter until an intern came out to accuse Kumar of abusing her over her body size, by making demeaning remarks and attempting to terminate her internship on that basis. She complained to the Human Resource Manager who played down her concerns but transferred her to the front desk, where she continued to face body shaming and was eventually dismissed prematurely. “On numerous occasions, he made demeaning comments about my body, particularly referencing my large breasts and stating that they had "no place in the hospitality industry." These comments not only humiliated me but also created a hostile and discouraging work environment,” reads a complaint to TRA “I have also heard similar accounts from others who have worked under him, some of which are even more distressing.” The authority says another former employee has complained that Kumar “yelled” at staff in front of guests and “nearly threw a notebook at them”. Additionally, the staff claim off days and leave requests, including maternity and paternity leave, are disregarded and those who raised concerns were met with “verbal abuse and retaliation”. “Employees were reportedly coached on what to say during board visits and threatened with consequences if they deviated from prepared statements,” the tourism regulator says. The regulator also received witness accounts about Kumar angrily breaking a fruit bowl and berating a pastry chef. A video footage shared online showed a man of Indian descent confronting a male African staffer before three other staff in what seems to be a kitchen. The Indian man severally knocks utensils and food off the counter to the floor while at it. TRA says it has raised the allegations with the resort’s management and demanded a response within five days. The authority has threatened suspension of the resort’s tourism license if the allegations are not addressed. to cancel Kumar’s work permit is part of the broader effort to address the issue of abusive management practices within the Kenyan tourism industry. TRA has made it clear that abusive behavior in the workplace will not be tolerated, especially in the hospitality industry, which is heavily reliant on the well-being of its staff. The cancellation of Kumar’s work permit sends a strong message that foreign managers or employees who mistreat Kenyan workers will face serious consequences. Kumar’s actions have sparked outrage not only within the resort’s staff but also among members of the public, who have called for stronger measures to protect workers from abuse. The incident has also shed light on the vulnerability of employees in the hospitality industry, many of whom have to endure mistreatment out of fear of losing their jobs. With TRA taking decisive action, the hope is that this will encourage other employers to treat their staff fairly and uphold the integrity of Kenya’s hospitality sector.

Cyprian, Is Nyakundi

67,805 views • 1 year ago

Holding Prime Minister Narendra Modi, Home Minister Amit Shah, and External Affairs Minister Dr. S. Jaishankar responsible for the 1984 Sikh Genocide—by a handful of pro-Khalistani fringe elements in diaspora-is not only factually incorrect but deeply irresponsible and tragic. Such false narratives risk derailing the genuine issues of the Sikh community and harming long-term interests. History is clear: the 1984 genocide was orchestrated and enabled under the Congress leadership, which held power both before and after those horrific events. Prime Minister Modi, in contrast, has made serious efforts to deliver long-overdue justice. Under his leadership, Congress leader Sajjan Kumar was sentenced to life imprisonment, and other long-suppressed cases have been reopened in pursuit of accountability for the massacre of innocent Sikhs. Spreading this poisonous and revisionist narrative, especially among our younger generation, serves no purpose except to divide and mislead. It is our collective responsibility to stand up against radical misinformation. If we fail to call out such distortion, we weaken our moral standing and reduce the space for sincere engagement with the Government of India on Sikh concerns. Let truth and justice—not hatred and agenda—guide our future. 🙏 Narendra Modi PMO India Randhir Jaiswal गृहमंत्री कार्यालय, HMO India India in Canada India in USA Dr. S. Jaishankar Anita Anand Mark Carney #1984SikhGenocide #TruthMatters #StandWithJustice Sat Sri Akal, Sukhi Chahal Fair | Fearless | Independent Voice of Truth | Sikh Activist 📍 San Jose, California, USA 🇺🇸

Sukhi Chahal ll ਸੁੱਖੀ ਚਾਹਲ

20,374 views • 1 year ago

“𝘏𝘰𝘸 𝘮𝘢𝘯𝘺 𝘯𝘦𝘢𝘳-𝘥𝘦𝘢𝘵𝘩 𝘦𝘹𝘱𝘦𝘳𝘪𝘦𝘯𝘤𝘦𝘴 𝘩𝘢𝘷𝘦 𝘺𝘰𝘶 𝘩𝘢𝘥?” “𝘞𝘦 𝘴𝘵𝘰𝘱𝘱𝘦d 𝘤𝘰𝘶𝘯𝘵𝘪𝘯𝘨." Talk about resilience! Ravi Adusumalli (Co-Managing Partner, Elevation Capital) sat down with ixigo co-founders Aloke Bajpai and rajnishkumar to unpack their 17-year journey to a blockbuster IPO. The story of how Aloke and Rajnish built ixigo from a small apartment in Gurgaon in 2007 to India’s second-largest OTA by revenue is one of overcoming challenges, bouncing back, and transforming. This is encapsulated in the title of this special episode — “Resilience, Resurgence, Rebirth”. Each word represents a crucial chapter in ixigo's journey. The founders were at their candid best and spoke at length about: ➤ Founding ixigo when they were broke ➤ Landing on the highest-frequency use case for train travellers ➤ The decision-making process behind their biggest pivot - from metasearch to OTA ➤ That time when they mortgaged their homes to make payroll ➤ Surviving and thriving amidst hyper-funded competitors ➤ Closing two acquisitions in the thick of the pandemic Watch the complete no-holds-barred conversation here: We hope this conversation serves as an inspiration for all founders and aspiring builders out there, and as a reminder that while the entrepreneurial journey may be long and fraught with challenges, it is also immensely rewarding for those who persevere with grit and humility, and never lose sight of their vision.

Elevation Capital

17,953 views • 2 years ago

✅Explanation of Meaning (by parts): 1. “The potential of the physical world, necessary for the preservation and eternal prosperity of humankind” : The author asserts that the physical world holds resources and possibilities essential for humanity’s survival and long-term flourishing, emphasizing the Universe’s capacity to support human existence indefinitely. 2. “is spread across various ‘floors’ of an infinite building” : This potential is distributed across multiple levels of a metaphorical infinite structure, suggesting that humanity must progressively access higher stages of knowledge and capability to unlock these resources. 3. “At the moment, we, humanity, are still on the lower levels” : Currently, humanity resides on the lower tiers of this structure, indicating that our present technological and intellectual achievements are limited compared to the possibilities available on higher levels. 4. “and the ‘next arrow of death’ from chaotic natural processes is already ‘launched’ at us” : The author warns of imminent existential threats from unpredictable natural forces, depicted as a deadly arrow, highlighting the urgency of addressing these dangers to avoid catastrophe. 5. “Only the timely ascent to the next floor can open new perspectives and guarantee that the arrow will miss its target” : Advancing to the next level of understanding and capability is essential to gain new insights and evade these threats, ensuring humanity’s safety and continued progress. 🗝️Main Idea (refined version): The author envisions the physical world’s potential for humanity’s eternal prosperity as distributed across an infinite hierarchy of stages, with humanity currently on lower levels facing existential threats from chaotic natural processes. Timely advancement to higher levels of knowledge and capability is crucial to evade these dangers and unlock new perspectives. This metaphor underscores the urgency of intellectual and technological progress to ensure survival. It calls for collective effort to ascend, fostering resilience against cosmic challenges. By embracing this ascent, humanity secures its future while expanding possibilities. Ultimately, it urges a proactive commitment to progress, safeguarding humankind’s enduring flourishing against the perils of an unpredictable Universe.

Zafar Mirzo | Quotes

409,722 views • 1 year ago