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diff --git a/index.html b/index.html
index d2c4997..96489ba 100644
--- a/index.html
+++ b/index.html
@@ -35,6 +35,7 @@
               <ul class="ds-social">
                 <li><a href="https://github.com/kunalchamoli" target="_blank"><i class="ri-github-fill"></i></a></li>
                 <!-- <li><a href="#" target="_blank"><i class="ri-stack-overflow-line"></i></a></li> -->
+                <li><a href="https://huggingface.co/kunalchamoli" target="_blank"><i class="ri-user-smile-line"></i></a></li>
                 <li><a href="https://in.linkedin.com/in/kunalchamoli" target="_blank"><i class="ri-linkedin-fill"></i></a></li>
               </ul>
               <!-- social -->
@@ -55,20 +56,16 @@
             <section>
                 <h1>
                   <span>HI THERE</span>
-                  I’m Kunal <br> ML Dev + AI Consultant in India.
+                  I'm Kunal <br> ML Dev + AI Consultant in India.
                 </h1>
                 <ul class="ds-numbervalulist">
                   <li>
                     <strong>3+</strong>
-                    <span>Experience</span>
+                    <span>Overall Experience</span>
                   </li>
                   <li>
-                    <strong>89</strong>
-                    <span>Projects</span>
-                  </li>
-                  <li>
-                    <strong>52</strong>
-                    <span>Happy Clients</span>
+                    <strong>4</strong>
+                    <span>Successful Projects</span>
                   </li>
                 </ul>
             </section>
@@ -85,9 +82,10 @@ <h1>
             <h2 class="ds-heading">About Me</h2>
             <p>        
             Machine Learning Lead at <a href="https://adsys.in/"> <b> Adsys </b> </a> a med-tech startup based in Jaipur, India.<br>
-            In my prior role as ML-OPS Head at <a href="https://appyhigh.com/"?> <b> Appyhigh Technologies </b> </a>, a mobile internet startup, I specialized in deploying pipelines for models using frameworks like TensorFlow Serving, TorchServe, and Nvidia Triton Server.<br>
-            My expertise spans in deploying Generative-AI models, model optimization and efficient data pipeline management. 
+            In my prior role as ML-OPS Head at <a href="https://appyhigh.com/"?> <b> Appyhigh Technologies</b></a>, a mobile internet startup, I specialized in deploying pipelines for models using frameworks like TensorFlow Serving, TorchServe, and Nvidia Triton Server.<br>
+            <br>My expertise spans in deploying and fine-tuning Large Language Models (LLMs) and other cutting-edge Generative AI models, as well as managing efficient data pipelines. 
             Furthermore, I bring valuable experience in constructing Elastic Search and Apache Airflow pipelines to enhance organizational workflows.
+            <br><br>In addition to my professional experience, I hold a Bachelor's degree in Electronics and Communication Engineering from <b><a href="https://lnmiit.ac.in/">The LNM Institute of Information Technology (LNMIIT).</a></b> 
             </p>
             <div class="ds-button-sec text-center">
                 <a href="https://drive.google.com/uc?export=download&id=12lBy9_MCwT102JHC7v8h_kqVsYRQs1q6" class="ds-button">Download Resume</a>
@@ -104,13 +102,14 @@ <h2 class="ds-heading">About Me</h2>
           <div class="col-12 col-sm-12 col-md-6 col-lg-6 col-xl-6 col-xxl-6">
              <h2 class="ds-heading">Core Skills</h2>
              <ul class="ds-skills-list">
-               <li>Python</li>
-               <li>Pytorch</li>
-               <li>Tensorflow</li>
-               <li>Chat-Gpt</li>
+              <li><a href = "https://huggingface.co/docs/text-generation-inference/en/index">Text Generation Inference</a></li>
+              <li><a href="https://www.langchain.com/">Langchain</a></li> 
+               <li><a href = "https://pytorch.org/">Pytorch</a></li>
+               <li><a href = "https://www.tensorflow.org/">Tensorflow</a></li>
+               <li><a href="https://platform.openai.com/docs/introduction">Chat-GPT</a></li>
                <li>ML-Ops</li>
+               <li>Python</li>
                <!-- <li>Vue.js</li> -->
-               <li>Langchain</li>
                <!-- <li>Sequelize</li>
                <li>Github</li>
                <li>HTML</li> -->
@@ -179,48 +178,50 @@ <h2 class="ds-heading">Latest works</h2>
                       <section>
                           <h3 class="ds-work-tilte"> <a href="https://www.phot.ai/"> Phot.AI</a></h3>
                           <p>Phot.AI, an innovative ecosystem developed by Appyhigh Technologies, seamlessly integrates Generative AI Tools, APIs, and Plugins for advanced AI-powered photo editing and visual design.<br>
-                            As the ML-Ops head, my responsibilities included deploying cutting-edge generative AI models inference pipelines through tools like Kubeflow, while also optimizing server costs to enhance efficiency. 
+                            As the ML-Ops head of this project, my responsibilities included deploying cutting-edge generative AI models inference pipelines through tools like Kubeflow, while also optimizing server costs to enhance efficiency. 
                           </p>
                           <!-- <a href="works-setails.html" class="ds-button">Details</a> -->
                       </section>
                   </div>
                   <div class="col-12 col-sm-12 col-md-5 col-lg-5 col-xl-5 col-xxl-5">
-                      <figure><img src="assets/images/4.png"></figure>
+                      <figure><img src="assets/images/45.png"></figure>
                   </div>
               </div>
             </div>
-            <!-- <div class="ds-work-list">
+            <div class="ds-work-list">
               <div class="row">
-                  <div class="col-12 col-sm-12 col-md-7 col-lg-7 col-xl-7 col-xxl-7">
+                  <div class="col-12 col-sm-12 col-md-7 col-lg-7 col-xl-7 col-xxl-7"> 
                       <section>
-                          <h3 class="ds-work-tilte">Hello mobile app</h3>
-                          <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis quis sem maximus, ornare metus ut, congue enim. Sed fermentum nulla tellus, quis efficitur mauris tristique efficitur. Aliquam rhoncus sem sed ullamcorper venenatis. Aenean malesuada eu orci non sodales. </p>
-                          <a href="works-setails.html" class="ds-button">Details</a>
+                          <h3 class="ds-work-tilte"> <a href="https://huggingface.co/spaces/kunalchamoli/pdf-chatbot-try"> Huggingface Blog and PDF Chatbot</a></h3>
+                          <p>A <b>RAG(Retrieval Augmented Generation) Agent</b> created using <a href="https://www.langchain.com/">Langchain</a> and Open-Sourced LLMs and hosted on Huggingface Spaces. <br> Continuning from the work of <a href="https://huggingface.co/cvachet">clement</a>. 
+                            This chatbot is adept at formulating answers based on the analysis of content from not only uploaded PDFs but also from Hugging Face blog posts.<br><br> </p>
+                          <!-- <a href="works-setails.html" class="ds-button">Details</a> -->
                       </section>
                   </div>
                   <div class="col-12 col-sm-12 col-md-5 col-lg-5 col-xl-5 col-xxl-5">
-                      <figure><img src="assets/images/work-2.jpg"></figure>
+                      <figure><img src="assets/images/space1.jpeg"></figure>
                   </div>
               </div>
             </div>
             <div class="ds-work-list">
               <div class="row">
-                  <div class="col-12 col-sm-12 col-md-7 col-lg-7 col-xl-7 col-xxl-7">
+                  <div class="col-12 col-sm-12 col-md-7 col-lg-7 col-xl-7 col-xxl-7"> 
                       <section>
-                          <h3 class="ds-work-tilte">Cute cookies app</h3>
-                          <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis quis sem maximus, ornare metus ut, congue enim. Sed fermentum nulla tellus, quis efficitur mauris tristique efficitur. Aliquam rhoncus sem sed ullamcorper venenatis. Aenean malesuada eu orci non sodales. </p>
+                          <h3 class="ds-work-tilte">Fine-Tuning and Hosting Mistral-7B using TGI</a></h3>
+                          <p>Fine-Tuned a 7billion parameter model using huggingface on a 24GB VRAM A10g. The process involved creation of synthetic dataset using GPT4 APIs, which was cleaned before undergoing Parameter-Efficient Fine-Tuning (PEFT) on our systems. This process leveraged advanced quantization methods provided by quantization techinques from <a href="https://huggingface.co/blog/4bit-transformers-bitsandbytes"> bits and bytes </a> and <a href="https://mlabonne.github.io/blog/posts/A_Beginners_Guide_to_LLM_Finetuning.html">Axotol</a>.
+                              <br>The Model will be hosted using <a href = "https://huggingface.co/docs/text-generation-inference/en/index"> TGI </a>framework by huggingface.
+                          </p>
                           <!-- <a href="works-setails.html" class="ds-button">Details</a> -->
-                      <!-- </section>
+                      </section>
                   </div>
                   <div class="col-12 col-sm-12 col-md-5 col-lg-5 col-xl-5 col-xxl-5">
-                       <figure><img src="assets/images/work-3.jpg"></figure>
+                      <figure><img src="assets/images/chatbot.webp"></figure>
                   </div>
               </div>
             </div>
-          </div>
-     </div>
-   </div> --> -->
-   <!--  Work -->
+        </div>
+      </div>
+  </div>
 
    <!--  footer -->
    <footer class="ds-footer text-center">
@@ -231,7 +232,7 @@ <h4>Ready to talk?</h4>
           <p>Feel free to contact</p>
           <a href="mailto:kunalchamoli98@gmail.com" class="ds-button">Lets Talk</a>
         </section>
-        <span class="ds-copyright">© 2023 All rights reserved.</span>
+        <!-- <span class="ds-copyright">© 2024 All rights reserved.</span> -->
      </div>
    </footer>