Update README.md for broken/missing readme (#702)

Update README.md for broken/missing readme in Comps table

(cherry picked from commit 00227b8)

README.md

@@ -53,7 +53,7 @@ The initially supported `Microservices` are described in the below table. More `
 			<td>Description</td>
 		</tr>
 		<tr>
-			<td rowspan="2"><a href="./comps/embeddings/README.md">Embedding</a></td>
+			<td rowspan="2"><a href="./comps/embeddings">Embedding</a></td>
             <td rowspan="2"><a href="https://www.langchain.com">LangChain</a>/<a href="https://www.llamaindex.ai">LlamaIndex</a></td>
 			<td rowspan="2"><a href="https://huggingface.co/BAAI/bge-base-en-v1.5">BAAI/bge-base-en-v1.5</a></td>
 			<td><a href="https://github.com/huggingface/tei-gaudi">TEI-Gaudi</a></td>
@@ -66,15 +66,15 @@ The initially supported `Microservices` are described in the below table. More `
 			<td>Embedding on Xeon CPU</td>
 		</tr>
 		<tr>
-			<td><a href="./comps/retrievers/README.md">Retriever</a></td>
+			<td><a href="./comps/retrievers">Retriever</a></td>
 			<td><a href="https://www.langchain.com">LangChain</a>/<a href="https://www.llamaindex.ai">LlamaIndex</a></td>
 			<td><a href="https://huggingface.co/BAAI/bge-base-en-v1.5">BAAI/bge-base-en-v1.5</a></td>
 			<td><a href="https://github.com/huggingface/text-embeddings-inference">TEI</a></td>
 			<td>Xeon</td>
 			<td>Retriever on Xeon CPU</td>
 		</tr>
 		<tr>
-			<td rowspan="2"><a href="./comps/reranks/README.md">Reranking</a></td>
+			<td rowspan="2"><a href="./comps/reranks">Reranking</a></td>
             <td rowspan="2"><a href="https://www.langchain.com">LangChain</a>/<a href="https://www.llamaindex.ai">LlamaIndex</a></td>
 			<td ><a href="https://huggingface.co/BAAI/bge-reranker-base">BAAI/bge-reranker-base</a></td>
 			<td><a href="https://github.com/huggingface/tei-gaudi">TEI-Gaudi</a></td>
@@ -88,7 +88,7 @@ The initially supported `Microservices` are described in the below table. More `
 			<td>Reranking on Xeon CPU</td>
 		</tr>
 		<tr>
-			<td rowspan="2"><a href="./comps/asr/README.md">ASR</a></td>
+			<td rowspan="2"><a href="./comps/asr/whisper">ASR</a></td>
             <td rowspan="2">NA</a></td>
 			<td rowspan="2"><a href="https://huggingface.co/openai/whisper-small">openai/whisper-small</a></td>
 			<td rowspan="2">NA</td>
@@ -100,7 +100,7 @@ The initially supported `Microservices` are described in the below table. More `
 			<td>Audio-Speech-RecognitionS on Xeon CPU</td>
 		</tr>
 		<tr>
-			<td rowspan="2"><a href="./comps/tts/README.md">TTS</a></td>
+			<td rowspan="2"><a href="./comps/tts/speecht5">TTS</a></td>
             <td rowspan="2">NA</a></td>
 			<td rowspan="2"><a href="https://huggingface.co/microsoft/speecht5_tts">microsoft/speecht5_tts</a></td>
 			<td rowspan="2">NA</td>
@@ -112,7 +112,7 @@ The initially supported `Microservices` are described in the below table. More `
 			<td>Text-To-Speech on Xeon CPU</td>
 		</tr>
 		<tr>
-			<td rowspan="4"><a href="./comps/dataprep/README.md">Dataprep</a></td>
+			<td rowspan="4"><a href="./comps/dataprep">Dataprep</a></td>
             <td rowspan="2"><a href="https://qdrant.tech/">Qdrant</td>
 			<td rowspan="2"><a href="https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2">sentence-transformers/all-MiniLM-L6-v2</a></td>
 			<td rowspan="4">NA</td>
@@ -134,7 +134,7 @@ The initially supported `Microservices` are described in the below table. More `
 			<td>Dataprep on Xeon CPU</td>
 		</tr>
 		<tr>
-			<td rowspan="6"><a href="./comps/llms/README.md">LLM</a></td>
+			<td rowspan="6"><a href="./comps/llms">LLM</a></td>
             <td rowspan="6"><a href="https://www.langchain.com">LangChain</a>/<a href="https://www.llamaindex.ai">LlamaIndex</a></td>
 			<td rowspan="2"><a href="https://huggingface.co/Intel/neural-chat-7b-v3-3">Intel/neural-chat-7b-v3-3</a></td>
 			<td><a href="https://github.com/huggingface/tgi-gaudi">TGI Gaudi</a></td>