Wayspire

Many data scientists don't know how to push ML models to production. Here's the recipe 👇 𝗞𝗲𝘆 𝗜𝗻𝗴𝗿𝗲𝗱𝗶𝗲𝗻𝘁𝘀 🔹 𝗧𝗿𝗮𝗶𝗻 / 𝗧𝗲𝘀𝘁 𝗗𝗮𝘁𝗮𝘀𝗲𝘁 - Ensure Test is representative of Online data 🔹 𝗙𝗲𝗮𝘁𝘂𝗿𝗲 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 𝗣𝗶𝗽𝗲𝗹𝗶𝗻𝗲 - Generate features in real-time 🔹 𝗠𝗼𝗱𝗲𝗹 𝗢𝗯𝗷𝗲𝗰𝘁 - Trained SkLearn or Tensorflow Model 🔹 𝗣𝗿𝗼𝗷𝗲𝗰𝘁 𝗖𝗼𝗱𝗲 𝗥𝗲𝗽𝗼 - Save model project code to Github 🔹 𝗔𝗣𝗜 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸 - Use FastAPI or Flask to build a model API 🔹 𝗗𝗼𝗰𝗸𝗲𝗿 - Containerize the ML model API 🔹 𝗥𝗲𝗺𝗼𝘁𝗲 𝗦𝗲𝗿𝘃𝗲𝗿 - Choose a cloud service; e.g. AWS sagemaker 🔹 𝗨𝗻𝗶𝘁 𝗧𝗲𝘀𝘁𝘀 - Test inputs & outputs of functions and APIs 🔹 𝗠𝗼𝗱𝗲𝗹 𝗠𝗼𝗻𝗶𝘁𝗼𝗿𝗶𝗻𝗴 - Evidently AI, a simple, open-source for ML monitoring 𝗣𝗿𝗼𝗰𝗲𝗱𝘂𝗿𝗲 𝗦𝘁𝗲𝗽 𝟭 - 𝗗𝗮𝘁𝗮 𝗣𝗿𝗲𝗽𝗮𝗿𝗮𝘁𝗶𝗼𝗻 & 𝗙𝗲𝗮𝘁𝘂𝗿𝗲 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 Don't push a model with 90% accuracy on train set. Do it based on the test set - if and only if, the test set is representative of the online data. 𝗦𝘁𝗲𝗽 𝟮 - 𝗠𝗼𝗱𝗲𝗹 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 Train your model with frameworks like Sklearn or Tensorflow. 𝗦𝘁𝗲𝗽 𝟯 - 𝗔𝗣𝗜 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 & 𝗖𝗼𝗻𝘁𝗮𝗶𝗻𝗲𝗿𝗶𝘇𝗮𝘁𝗶𝗼𝗻 Your model needs a "/predict" endpoint, which receives a JSON object in the request input and generates a JSON object with the model score in the response output. 𝗦𝘁𝗲𝗽 𝟰 - 𝗧𝗲𝘀𝘁𝗶𝗻𝗴 & 𝗗𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁 Write tests to validate inputs & outputs of API functions to prevent errors. Push the code to remote services like AWS Sagemaker. 𝗦𝘁𝗲𝗽 𝟱 - 𝗠𝗼𝗻𝗶𝘁𝗼𝗿𝗶𝗻𝗴 Set up monitoring tools like Evidently AI, or use a built-in one within AWS Sagemaker. ❇️For job updates and study material Join our Telegram Channel: https://lnkd.in/gaixxVud ✳️Apply for *CAREER NAVIGATOR PROGRAMS FROM VARIOUS MNCS* which also includes Skill development Training and Internship Program from Wayspire: USE CODE- SINGH07 FOR 25% DISCOUNT https://lnkd.in/gbMuZR5K 🎯Wapp Channel: https://lnkd.in/gzrf-Kvf ✳️For Marketing Intern( FOR COLLEGE STUDENTS ONLY) Apply here ( STIPEND UPTO 20K) -https://lnkd.in/gNcjHwku ✳️For Business Development Associate job at Gurugram: https://lnkd.in/gs98yVmp

🚀 Transforming the Skilling Landscape in India with Wayspire 🚀 The rapid pace of technological advancements and evolving industry standards have created an undeniable need for specialized training and upskilling. At Wayspire, we’re dedicated to bridging the skill gap and empowering students and professionals with industry-aligned training programs that lead to real career growth. Here’s how we’re making an impact: 🔹 Comprehensive Training Programs: Our flagship Career Navigator Program is a robust 3-month course blending theoretical knowledge with practical application. With expert-led live sessions and hands-on projects, participants gain valuable experience that sets them apart in the job market. 🔹 Diverse Course Offerings: From AI and data science to digital marketing and full-stack development, we are expanding our offerings to ensure learners have access to high-demand skills and knowledge. 🔹 Strong Industry Partnerships: Collaborations with top MNCs like Microsoft, Cisco, and IBM, and credential partnerships with leaders like Dice ID by Wipro, empower our learners with recognized certifications and a competitive edge. 🔹 Placement and Career Support: We go beyond training by offering resume-building workshops, mock interviews, and direct placement assistance through our network of partnered companies. 🔹 Scholarship Opportunities: We believe in accessibility, which is why we’re proud to offer scholarships with discounts of up to 78%, ensuring high-quality education is available to more students across India. 🔹 A Commitment to Real-World Learning: Our programs are designed with live projects, internships, and collaboration opportunities that prepare learners for the challenges of the professional world. 💡 At Wayspire, our mission is to empower every learner with the tools, knowledge, and support they need to thrive in their careers. With upcoming courses in artificial intelligence, data science, business analytics, and more, we’re poised to make a significant impact in the skilling landscape of India. To my network: If you’re a student, a working professional seeking upskilling, or an organization looking to collaborate, let’s connect and create opportunities for growth and success! #EdTech #Upskilling #CareerDevelopment #Wayspire #IndustryReady #SkillIndia #LearningAndDevelopment #FutureOfWork #ProfessionalGrowth #TechEducation #JobReady #DigitalSkills #CareerOpportunities #WorkforceDevelopment #LifelongLearning #OnlineEducation #SkillDevelopment #EducationRevolution #InnovativeLearning #EvolvingWorkplace #LinkedInCommunity #Leadership #GrowthMindset #TrainingAndDevelopment #EdTechIndia #StudentSuccess #WorkforceTraining #IndustryCollaboration #CorporateTraining #YouthEmpowerment #EducationForAll #EmpowermentThroughEducation #JobPlacement #SkillUpgrade #EducationalExcellence #UpskillingIndia

🚀 Step into the Future of AI and Build In-Demand Industrial Skills with Wayspire 🤖✨ The world of Artificial Intelligence is vast, dynamic, and constantly evolving. From foundational concepts like Machine Learning and Neural Networks to the cutting-edge realm of Generative AI with models like GPT and advancements in Transformers, the opportunities for growth and innovation are endless. At Wayspire, we equip ambitious minds with the essential tools and industrial knowledge needed to thrive in the tech world. Our Career Navigator Program is designed to give you hands-on experience, mentorship from industry experts, and practical projects that set you apart in the job market. 💡 Why join our Career Navigator Program? - Comprehensive coverage of AI concepts and industry-standard practices. - Live sessions and pre-recorded content tailored for real-world applications. - Mentorship from experts with 7+ years of industry experience. - Hands-on projects to build your portfolio. - Resume building, mock interviews, and placement support to jumpstart your career. The AI landscape is competitive, but with the right guidance, you can master it. Dive deep into the world of AI and start building the skills that companies are looking for! 👉 Ready to make the leap? Join our program today and take the first step towards a future brimming with possibilities. ❇️For job updates and study material Join our Telegram Channel: https://lnkd.in/gaixxVud ✳️Apply for CAREER NAVIGATOR PROGRAMS FROM VARIOUS MNC’s which also includes Skill development from: USE code INSPIRE FOR 25% DISCOUNT https://lnkd.in/gbMuZR5K 🎯Wapp Channel: https://lnkd.in/gzrf-Kvf ✳️For Business Development Associate job at Gurugram: https://lnkd.in/gs98yVmp #ArtificialIntelligence #MachineLearning #GenerativeAI #CareerNavigator #Wayspire #Upskilling #IndustrialTraining #TechCareers #FutureReady

Thrilled to announce the completion of an incredible internship ofHR management at Wayspire Gained valuable insights and practical skills to drive impactful HR initiatives. Excited to apply what I've learned to my future endeavors. This journey has enhanced my dedication, team collaboration, and results-oriented approach. Grateful for the learning and support from the Wayspire team! #internship #HRManagement #ProfessionalGrowth #CareerGrowth #wayspire

🌟 Exciting Experience Alert! 🌟 I am thrilled to share that I had the incredible opportunity to work as a Campus Ambassador for Wayspire! This role allowed me to connect with my peers, promote innovative initiatives, and enhance my skills in leadership and communication. Throughout my time with Wayspire, I engaged with a diverse community, organized events, and helped foster a culture of collaboration and creativity on campus. This experience not only strengthened my professional network but also deepened my understanding of effective outreach and engagement strategies. A huge thank you to the Wayspire team for their support and guidance! I’m excited to carry these learnings into my future endeavors. #CampusAmbassador #Wayspire #Leadership #Networking #ProfessionalDevelopment Wayspire Shubh sharma

🌟 Mastering System Design: Essential Concepts for Tech Enthusiasts! 🌟 At Wayspire, we believe that a solid grasp of system design is crucial for anyone looking to advance their career in tech. Whether you're an aspiring software engineer or a seasoned professional, understanding these key concepts can elevate your knowledge and skills. Here’s a glimpse of some foundational system design principles that every tech enthusiast should know: 🔸 Sharding: Split your database into multiple independent servers (shards) for better performance and scalability. This technique ensures faster query processing by distributing data intelligently. 🔸 CAP Theorem: Remember, in a distributed database, you can only achieve two out of these three—Consistency, Availability, and Partition Tolerance. Balancing these trade-offs is crucial for system reliability. 🔸 Horizontal vs. Vertical Scaling: Learn when to scale out by adding more machines versus scaling up by increasing the resources of a single server. Each approach has its advantages and limitations. 🔸 Performance Metrics: From latency and throughput to availability and reliability, understanding how to measure system performance ensures that your applications run smoothly under any load. 🔸 Caching Techniques: Optimize your system's speed by caching frequently accessed data. Whether using write-through, write-around, or write-back methods, knowing when to apply each technique can make a difference. 🔸 Microservices Architecture: Embrace modularity, agility, and independent scalability by breaking down monolithic applications into smaller, manageable services. While this approach boosts efficiency, it comes with its challenges, such as increased infrastructure complexity. These are just a few highlights from the broad field of system design. Each concept has its intricacies and applications, shaping how modern systems are built and maintained. 💡 Dive deep into system design and join the conversation. What concepts do you find most crucial or challenging? Let us know in the comments!

🌟 Every Big Dream Starts with a Single Step 🌟 In a world where quick wins and instant results are often glorified, it’s easy to overlook the power of small, consistent efforts. At Wayspire, we’ve seen firsthand how the journey to success is built not by leaps, but by the steady cadence of disciplined actions. Our latest video illustrates this core truth: every small action can create a ripple effect, leading to significant achievements over time. Why focus on the small steps? The answer is simple yet profound. Large goals often feel overwhelming and out of reach, but when you break them down into manageable, everyday actions, they suddenly become attainable. Each task completed, each commitment honored, becomes a building block that brings you closer to your aspirations. This not only fosters a sense of accomplishment but also creates a habit of progress. 🛤️ The Role of Discipline in Achieving Goals 🛤️   Discipline is the silent force that propels those small steps forward, even when motivation wanes. While motivation can be fleeting, discipline keeps you on track, showing up and doing the work when it matters most. It's this consistency that builds momentum and ultimately leads to sustainable success. In our work at Wayspire, whether it’s through our courses, mentorship, or industrial training, we emphasize the importance of committing to the process. We remind our students and professionals alike that while the ultimate goal might seem daunting, focusing on what you can achieve today lays the foundation for tomorrow’s success. 🔗 Your Path Forward 🔗   We encourage you to take a moment and watch our video. It’s a testament to how every small decision—whether it’s dedicating 30 minutes to learning a new skill, taking the initiative to network, or applying knowledge to real-world projects—can compound over time to shape your career and life. Remember, small actions repeated with discipline form the bridge between where you are now and where you want to be. So take that first step, stay committed, and trust the process. Your future self will thank you. 👉 Watch the video and let it inspire your next move.  #SmallStepsBigGoals #Discipline #GrowthMindset #CareerSuccess #Wayspire #Motivation

Success is a Choice!! While motivation might light the spark, it’s "discipline" that fuels the journey. At Wayspire, we believe that success is built on the foundation of daily dedication, a focus on growth, and the drive to make every moment count. We're looking for passionate, disciplined individuals who want to be part of a team that celebrates consistent growth and real progress. If you're ready to stop letting time pass and start shaping a future of lasting impact, Wayspire is the place for you. Ready to choose success? Join us, and let’s build something incredible together. #SuccessIsAChoice #DisciplineOverMotivation #JoinWayspire #BuildYourFuture #EmpowerGrowth #CareerWithPurpose #FutureLeaders #ChooseSuccess #MakeAnImpact #EdtechCareers #GrowthMindset #TeamWayspire #SuccessJourney #ShapeYourFuture #InspireProgress #Wayspire

🌟 Mastering the 7 Essential Skills for a Fulfilled Life🌟 At Wayspire we understand that achieving success is about more than academic knowledge—it’s about building a mindset equipped for any challenge. Here are seven transformative skills every person can benefit from: 1️⃣ Art of Negotiation: Knowing how to navigate relationships and foster mutual understanding is key. Negotiation isn’t about “winning”; it’s about creating value. Mastering this skill empowers us to handle both personal and professional relationships with empathy and clarity. 2️⃣ Self-Defense: We all need to feel secure and confident in protecting ourselves and those around us. Regular self-defense practice builds both physical strength and mental resilience, offering the courage to face any challenge. 3️⃣ Maintaining Privacy: The ability to set boundaries is essential in today’s connected world. By discerning what to share, with whom, and when, you not only protect your personal life but also create a space for genuine growth and self-reflection. 4️⃣ Handling Criticism: Constructive criticism is one of the most valuable feedback tools for growth, but only if we know how to handle it. Separating feedback from personal value, managing reactions, and using insights to fuel growth can lead to a balanced, resilient mindset. 5️⃣ Critical Thinking: Amidst today’s information overload, critical thinking helps us discern fact from opinion and make sound, informed decisions. This skill encourages us to question, observe without judgment, and understand how things work. 6️⃣ Effective Communication: Every interaction matters. Learning to communicate effectively—verbally and through body language—ensures that our messages are clear, confident, and genuine. This builds trust and strengthens relationships. 7️⃣ Balancing Wins and Losses: True success is about accepting both victory and defeat. Wins motivate us, while losses teach us resilience and humility. Every experience, good or bad, contributes to our growth journey. At Wayspire, we’re committed to helping you develop these skills for a lifetime of personal and professional success. Let’s build a resilient, self-aware, and impactful future together! Invest in yourself. Master what truly counts. #Wayspire #SkillBuilding #PersonalGrowth #EssentialSkills #LifeSkills #Empowerment

"Thrilled to share that I’ve successfully completed a two-month training and internship in Data Science with Wayspire Pvt Ltd collaboration with IIT Delhi Tryst!This experience deepened my understanding of data-driven solutions and equipped me with hands-on skills in real-world projects. Thankful for the guidance and mentorship throughout the journey, and excited to apply what I’ve learned in future opportunities. Here's to continuous learning and growth in the field of data science!" Wayspire