Here, I have create a RecyclerView app in android .The RecyclerView is new advanced widget and flexible version of ListView.Below i have described step by step recycler view ..

Step(1)- In (build.gradle) folder Add first dependencies .

 'com.android.support:recyclerview-v7:21.0.+'

Step(2)-Create a new class(MyAdapter)

public class MyAdapter extends RecyclerView.Adapter<MyAdapter.ViewHolder> {
    private ArrayList<MyPojo> pojos;
    // Provide a reference to the views for each data item
    // Complex data items may need more than one view per item, and
    // you provide access to all the views for a data item in a view holder
    public static class ViewHolder extends RecyclerView.ViewHolder {
        // each data item is just a string in this case
        public View view;
        public ViewHolder(View v) {
            super(v);
            view = v;
        }
    }
    // Provide a suitable constructor (depends on the kind of dataset)
    public MyAdapter(ArrayList<MyPojo> pojos) {
        this.pojos = pojos;
    }
    // Create new views (invoked by the layout manager)
    @Override
    public MyAdapter.ViewHolder onCreateViewHolder(ViewGroup parent,
         int viewType) {
        // create a new view
        View v = LayoutInflater.from(parent.getContext())
                .inflate(R.layout.row, parent, false);
        // set the view's size, margins, paddings and layout parameters
        ViewHolder vh = new ViewHolder(v);
        return vh;
    }public class MyAdapter extends RecyclerView.Adapter<MyAdapter.ViewHolder> {
    private ArrayList<MyPojo> pojos;

    // Provide a reference to the views for each data item
    // Complex data items may need more than one view per item, and
    // you provide access to all the views for a data item in a view holder
    public static class ViewHolder extends RecyclerView.ViewHolder {
        // each data item is just a string in this case
        public View view;
        public ViewHolder(View v) {
            super(v);
            view = v;
        }
    }

    // Provide a suitable constructor (depends on the kind of dataset)
    public MyAdapter(ArrayList<MyPojo> pojos) {
        this.pojos = pojos;
    }

    // Create new views (invoked by the layout manager)
    @Override
    public MyAdapter.ViewHolder onCreateViewHolder(ViewGroup parent,
                                                   int viewType) {
        // create a new view
        View v = LayoutInflater.from(parent.getContext())
                .inflate(R.layout.row, parent, false);
        // set the view's size, margins, paddings and layout parameters

        ViewHolder vh = new ViewHolder(v);
        return vh;
    }

    // Replace the contents of a view (invoked by the layout manager)
    @Override
    public void onBindViewHolder(ViewHolder holder, int position) {
        // - get element from your dataset at this position
        // - replace the contents of the view with that element

        TextView title =(TextView) holder.view.findViewById(R.id.title);
        TextView desc = (TextView) holder.view.findViewById(R.id.desc);
        final ImageView imageView =(ImageView)holder.view.findViewById(R.id.imageView);
        final ImageView imageView1=(ImageView)holder.view.findViewById(R.id.imageView2);


        title.setText(pojos.get(position).getTitle());
        desc.setText(pojos.get(position).getDesc());
        imageView.setImageResource(pojos.get(position).getImage());
        imageView1.setImageResource(pojos.get(position).getImage());

        holder.itemView.setOnClickListener(new View.OnClickListener() {
            @Override
            public void onClick(View v) {

            }
        });
    }

    // Return the size of your dataset (invoked by the layout manager)
    @Override
    public int getItemCount() {
        return pojos.size();
    }

    // Replace the contents of a view (invoked by the layout manager)
    @Override
    public void onBindViewHolder(ViewHolder holder, int position) {
        // - get element from your dataset at this position
        // - replace the contents of the view with that element
        TextView title =(TextView) holder.view.findViewById(R.id.title);
        TextView desc = (TextView) holder.view.findViewById(R.id.desc);
        final ImageView imageView =(ImageView)holder.view.findViewById(R.id.imageView);
        final ImageView imageView1=(ImageView)holder.view.findViewById(R.id.imageView2);
        title.setText(pojos.get(position).getTitle());
        desc.setText(pojos.get(position).getDesc());
        imageView.setImageResource(pojos.get(position).getImage());
        imageView1.setImageResource(pojos.get(position).getImage());
        holder.itemView.setOnClickListener(new View.OnClickListener() {
            @Override
            public void onClick(View v) {
            }
        });
    }
    // Return the size of your dataset (invoked by the layout manager)
    @Override
    public int getItemCount() {
        return pojos.size();
    }
}

Step(3)- Making Layout XML(activity_main.xml)

<RelativeLayout xmlns:android="http://schemas.android.com/apk/res/android"
    xmlns:tools="http://schemas.android.com/tools" android:layout_width="match_parent"
    android:layout_height="match_parent" android:paddingLeft="@dimen/activity_horizontal_margin"
    android:paddingRight="@dimen/activity_horizontal_margin"
    android:paddingTop="@dimen/activity_vertical_margin"
    android:paddingBottom="@dimen/activity_vertical_margin" tools:context=".MainActivity">
    <!-- A RecyclerView with some commonly used attributes -->
    <android.support.v7.widget.RecyclerView
        android:id="@+id/my_recycler_view"
        android:scrollbars="vertical"
        android:layout_width="match_parent"
        android:layout_height="match_parent"
        android:background="#dbfffe" />
</RelativeLayout>

Step(4)-Create new Class for adding data (likename-Mypojo)

public class MyPojo {
    String title;
    String desc;
    int image;
    public MyPojo(String title,String desc,int image){
        this.title =title;
        this.desc =desc;
        this.image =image;
    }
    public String getTitle(){
        return title;
    }
    public String getDesc(){
        return desc;
    }
    public int getImage(){
        return  image;
    }
}

Step(5)-Create a new class for making viewholder.

public class RecyclerViewHolder extends LinearLayout {
    Context mContext;
    RecyclerView mLog;
    public RecyclerViewHolder(Context context)
    {
        super(context);
        mContext =context;
        setup();
    }
    public RecyclerViewHolder(Context context,AttributeSet attrs){
        super(context,attrs);
        mContext =context;
        setup();
    }
    private void setup(){
        LayoutInflater inflater=(LayoutInflater)mContext.getSystemService(Context.LAYOUT_INFLATER_SERVICE);
        inflater.inflate(R.layout.row, this);
    }
    public void setmLog(RecyclerView log){
        mLog =log;
        TextView tvTitle =(TextView)findViewById(R.id.title);
        TextView tvDescription=(TextView)findViewById(R.id.txtDescription);
        tvDescription.setText(mLog.getContentDescription()+"");
    }
}

Step(6)-Create a new row.xml layout .

<?xml version="1.0" encoding="utf-8"?>
<RelativeLayout xmlns:android="http://schemas.android.com/apk/res/android"
    android:layout_width="match_parent" android:layout_height="match_parent"
    android:padding="3dp">

    <TextView
        android:layout_width="wrap_content"
        android:layout_height="wrap_content"
        android:textAppearance="?android:attr/textAppearanceLarge"
        android:text="Large Text"
        android:id="@+id/title"
        android:layout_alignParentTop="true"
        android:layout_alignParentStart="true" />

    <TextView
        android:layout_width="wrap_content"
        android:layout_height="wrap_content"
        android:textAppearance="?android:attr/textAppearanceSmall"
        android:text="Small Text"
        android:padding="2dp"
        android:id="@+id/desc"
        android:layout_below="@+id/title"
        android:layout_alignParentStart="true" />

    <ImageView
        android:layout_width="wrap_content"
        android:layout_height="wrap_content"
        android:id="@+id/imageView"
        android:padding="2dp"
        android:layout_alignParentTop="true"
        android:layout_alignParentEnd="true" />

    <ImageView
        android:layout_width="wrap_content"
        android:layout_height="wrap_content"
        android:id="@+id/imageView2"
        android:padding="3dp"
        android:layout_below="@+id/desc"
        android:layout_alignParentEnd="true" />
</RelativeLayout>

Step(7)-MainActivity ..

package com.tiwari.rajshekhar.recyclerviewdemo;

import android.app.Activity;
import android.content.Intent;
import android.media.Image;
import android.os.Bundle;
import android.support.v7.widget.LinearLayoutManager;
import android.support.v7.widget.RecyclerView;
import android.view.Menu;
import android.view.MenuItem;
import android.view.View;
import android.widget.AdapterView;
import android.widget.Button;
import android.widget.EditText;
import android.widget.ImageView;
import android.widget.ListView;

import java.util.ArrayList;

public class MainActivity extends Activity {

    private RecyclerView mRecyclerView;
    private RecyclerView.Adapter mAdapter;
    private RecyclerView.LayoutManager mLayoutManager;
    RecyclerView my_recycler_view;

    Button btnAddItem;
    ListView lvList;
    ArrayList< MyPojo> myList = new ArrayList< MyPojo>();
    MyAdapter listAdapter;
    EditText etTitle, etDescription;
   String desc="";


    @Override
    protected void onCreate(Bundle savedInstanceState) {
        super.onCreate(savedInstanceState);
        setContentView(R.layout.activity_main);

        mRecyclerView = (RecyclerView) findViewById(R.id.my_recycler_view);

        // use this setting to improve performance if you know that changes
        // in content do not change the layout size of the RecyclerView
        mRecyclerView.setHasFixedSize(true);


        // use a linear layout manager
        mLayoutManager = new LinearLayoutManager(this);
        mRecyclerView.setLayoutManager(mLayoutManager);



        ArrayList<MyPojo> pojos =new ArrayList<MyPojo>();

        for (int i=0;i<20;i++){
            pojos.add(new MyPojo("RAJ007"+i,"Evon-tec",
                    R.drawable.img1));

        }

        mAdapter = new MyAdapter(pojos);
        mRecyclerView.setAdapter(mAdapter);

    }

    @Override
    public boolean onCreateOptionsMenu(Menu menu) {
        // Inflate the menu; this adds items to the action bar if it is present.
        getMenuInflater().inflate(R.menu.menu_main, menu);
        return true;
    }

    @Override
    public boolean onOptionsItemSelected(MenuItem item) {
        // Handle action bar item clicks here. The action bar will
        // automatically handle clicks on the Home/Up button, so long
        // as you specify a parent activity in AndroidManifest.xml.
        int id = item.getItemId();

        //noinspection SimplifiableIfStatement
        if (id == R.id.action_settings) {
            return true;
        }

        return super.onOptionsItemSelected(item);
    }


    }